spb/wp45_uqo

1{"ts": "2026-11-03T23:53:41+00:00", "task": "draft_introduction", "doc": "jof_12439", "rep": 2, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "C_conventional_rag", "L": "D_profiles_retrieval", "M": "E_full_engine", "N": "B_strong_prompt", "P": "A_baseline"}, "scores": {"C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 5, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Well-organized and faithful on the numbers, but it asserts that relational contracts 'mitigated' the effect via 'informal arrangements' and says the regulator 'presumed' a transfer, neither of which is in the source, and it flags nothing for verification."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 4, "usefulness": 6, "n_invented_facts": 3, "justification": "Strong motivation and a good within-product identification argument, but it invents the relational-contract heterogeneity finding ('concentrated among relationships where informal arrangements are less likely'); it does flag this with a VERIFY todo, which partly mitigates the fault."}, "E_full_engine": {"clarity": 5, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 7, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Most careful on estimand and threats (local estimates, spillovers, the competitor's 2008 agreement), with AUTHOR todos flagging unknowns and no invented facts, though its bullet-list format is awkward for an introduction and its contribution positioning is thinner."}, "B_strong_prompt": {"clarity": 7, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 4, "fidelity": 4, "usefulness": 6, "n_invented_facts": 3, "justification": "Polished, with a clear question, motivation, and roadmap, but it invents the relational-contract finding ('effect is weaker where informal relationships substitute'), claims the Agreement's criteria include the revenue threshold as only one criterion, and adds section roadmap details beyond the source."}, "A_baseline": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 4, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Well structured and faithful on the numbers, but it overstates causality ('exogenously', 'direct evidence'), claims the parallel-trends assumption was 'examined directly', and adds a roadmap and an interpretation of the relational finding that the source does not support."}}, "best": "E_full_engine", "notes": "M is best because it is the most faithful and most honest about what is unknown (todos for unverified details) and engages the design's limits. L, N and P invent details of the relational-contracts result to varying degrees.", "cost_usd": 0.042813, "ok": true, "raw": null}2{"ts": "2026-11-03T23:53:42+00:00", "task": "draft_introduction", "doc": "jof_12777", "rep": 2, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "D_profiles_retrieval", "L": "C_conventional_rag", "M": "B_strong_prompt", "N": "A_baseline", "P": "E_full_engine"}, "scores": {"D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Clear motivation with an endogeneity discussion and honest placeholders, but it leans on a plausible hypothesis that the source does not confirm, and it is less sharp on positioning."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 7, "usefulness": 6, "n_invented_facts": 0, "justification": "It opens with a transparent disclosure that only the title was supplied, then gives a well-structured scaffold with a clear hypothesis and testable implications, and it invents no results."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Strong framing and explicit scope limits, but it implies a design (investor-level shocks, concentration of credit risk bearing) that the source does not support, which is mild invention."}, "A_baseline": {"clarity": 7, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Fluent, well-motivated prose with proper citation placeholders and the best framing of the mechanism, though some claims about market structure are asserted without support and it is light on identification."}, "E_full_engine": {"clarity": 6, "argument_logic": 7, "contribution_positioning": 5, "methodological_rigor": 7, "fidelity": 7, "usefulness": 6, "n_invented_facts": 0, "justification": "It engages the estimand, identification threats, reversal as a test and bounded interpretation, flags that the paper type is unverified, and invents nothing; the output is truncated at the end."}}, "best": "E_full_engine", "notes": "No source content was available beyond the title, so the best outputs flagged this and avoided inventing findings. P stands out on methodological care and bounded claims. L is the most transparent about the gap in the source.", "cost_usd": 0.031809, "ok": true, "raw": null}3{"ts": "2026-11-03T23:53:42+00:00", "task": "draft_introduction", "doc": "wp29", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "B_strong_prompt", "L": "A_baseline", "M": "D_profiles_retrieval", "N": "E_full_engine", "P": "C_conventional_rag"}, "scores": {"B_strong_prompt": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 5, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Clear and well-ordered, with differentiation from prior work, but it adds details beyond the abstract: the oracle's reference kept negative-hours rows, and the unsupported claim that the F1 oracle did not allow 'undefined'. It also cites luo2026xscientist with a description (typed research objects, claim-evidence closure) that the source never gives."}, "A_baseline": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 5, "fidelity": 4, "usefulness": 5, "n_invented_facts": 4, "justification": "Heavy nested bullets make it read like a slide deck rather than an introduction. It derives 'roughly three points against to six in favour' from a bracket the source does not give. It also adds 'no precision rule justified', an 'ding2026' claim, and a 'checking the checker' link to chen2025."}, "D_profiles_retrieval": {"clarity": 5, "argument_logic": 6, "contribution_positioning": 7, "methodological_rigor": 6, "fidelity": 3, "usefulness": 5, "n_invented_facts": 6, "justification": "Rich in detail and sharply positioned, but it introduces specifics not in the source (F1-conf-01, F6-conf-04, 'eleven of twelve', 1,200 rows, \\nMainNonSuccess, \\costRatio macros, the permutation p). It is also overlong and the text is truncated at the end."}, "E_full_engine": {"clarity": 6, "argument_logic": 7, "contribution_positioning": 6, "methodological_rigor": 7, "fidelity": 4, "usefulness": 6, "n_invented_facts": 4, "justification": "Strongest on estimand, scope, ceiling effect and the same-organisation caveat, with a well-motivated argument. It adds 'eleven of twelve' and 'all twelve sessions', the 'only arm-specific critical violation' claim, and a three-to-six point reading of the interval that the source does not support."}, "C_conventional_rag": {"clarity": 7, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 5, "fidelity": 4, "usefulness": 6, "n_invented_facts": 4, "justification": "Concise and cleanly argued, but it includes unsupported specifics: eleven of twelve sessions, 1,200 rows, \\costRatio macros that are not defined in the source, and 'all twelve correctly reported'."}}, "best": "C_conventional_rag", "notes": "All outputs reuse the prior introduction's content, which is partly beyond the stated abstract. Fidelity was penalised for details that appear only in the withheld text or are inferred, such as eleven of twelve, 1,200 rows, interval readings and undefined macros. P and N were the best balance of clarity, logic and restraint.", "cost_usd": 0.056184, "ok": true, "raw": null}4{"ts": "2026-11-03T23:53:42+00:00", "task": "explain_specification", "doc": "jof_12777", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "D_profiles_retrieval", "L": "E_no_referee", "M": "E_no_retrieval", "N": "A_baseline", "P": "E_no_profile", "Q": "E_no_factcheck", "R": "C_conventional_rag", "S": "B_strong_prompt", "T": "E_full_engine"}, "scores": {"D_profiles_retrieval": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 3, "methodological_rigor": 4, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Honest, clean scaffold with no invented facts and a sound structure, but the source holds no design details, so it offers little substantive content."}, "E_no_referee": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 3, "methodological_rigor": 4, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Faithful scaffold with a clear order; it asks the author to state the interpretation and says to flag assumptions that have no direct test."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 3, "methodological_rigor": 5, "fidelity": 5, "usefulness": 4, "n_invented_facts": 2, "justification": "Adds methodological substance (time-only variation absorbed by time FE, reverse causality, bad controls), but it asserts concerns and a 'sign the hypothesis predicts' that the source does not contain, so it drifts toward unsupported design content."}, "A_baseline": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 3, "methodological_rigor": 4, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Clean scaffold with placeholders and examples marked as prompts; it assumes causal framing slightly but invents no facts."}, "E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 3, "methodological_rigor": 6, "fidelity": 5, "usefulness": 5, "n_invented_facts": 2, "justification": "Strongest on estimand logic, with differential vs average estimands, FE absorbing aggregate variables, and clustering by time. It also includes a template equation and presumes a reverse-causality concern, though both are flagged as to-be-confirmed."}, "E_no_factcheck": {"clarity": 7, "argument_logic": 6, "contribution_positioning": 3, "methodological_rigor": 4, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Tight, faithful scaffold with a bounded-conclusion section and either/or prompts for the author; no invented content."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 6, "usefulness": 4, "n_invented_facts": 1, "justification": "Adds a research-question sentence inferred from the title and a prior-work section that was not asked for; otherwise placeholders only."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 3, "methodological_rigor": 4, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Faithful and orderly scaffold with a mapping from coefficient to estimand; generic content."}, "E_full_engine": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 3, "methodological_rigor": 5, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Faithful, and it covers relative vs aggregate estimands and bad controls, but it is heavy on inline todos and has a placeholder equation."}}, "best": "E_no_profile", "notes": "The source contains only a title, so every output is a scaffold. Rewarded: no invented facts, and methodological prompts that the author can verify. P is the most methodologically informative, with small hedged risks. Q is the cleanest and most faithful.", "cost_usd": 0.044073, "ok": true, "raw": null}5{"ts": "2026-11-03T23:53:42+00:00", "task": "flag_causal_claims", "doc": "jof_12439", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "E_no_retrieval", "L": "E_full_engine", "M": "E_no_profile", "N": "E_no_referee", "P": "D_profiles_retrieval", "Q": "C_conventional_rag", "R": "E_no_factcheck", "S": "B_strong_prompt", "T": "A_baseline"}, "scores": {"E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Careful and bounded, with good spillover and exposure-timing points, but it is truncated mid-item and contains a LaTeX typo."}, "E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Thorough on scope, spillover bias and the percent versus percentage-point question; truncated, and the C3 rewording asserts a purchases result and an interpretation."}, "E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 7, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Strong threats analysis (contemporaneous legislation, wide control window) and quotes the source accurately, but it is truncated."}, "E_no_referee": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 7, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Insightful point that year fixed effects cannot identify overall purchases, and a good note on the existing-subsidiaries limitation; truncated. The 'six times the cutoff' point is derived from the source, not invented."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Broad coverage including Sections III and IV claims and a clear scope note; truncated at the end."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Organized by section with an intent-to-treat framing and a bunching-test suggestion; truncated. Calling the Section II estimates 'local effects near the cutoff' is slightly loose."}, "E_no_factcheck": {"clarity": 5, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 5, "usefulness": 5, "n_invented_facts": 1, "justification": "Raises anticipation and spillover threats, but the claim that part of the 2006 revenue was realized after the policy became foreseeable is somewhat speculative, and the 2008 spillover point is an extrapolation; truncated."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 5, "usefulness": 6, "n_invented_facts": 1, "justification": "Wide coverage including Sections III and IV, but it labels exposure a 'pre-period share' and mentions 'relationship age', neither of which is in the source; truncated."}, "A_baseline": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Broad, faithful coverage with an intent-to-treat framing and a note on the 60-day bound; the first rewording introduces 'procurement boundary' and 'associated with' hedging is slightly inconsistent; truncated."}}, "best": "E_no_referee", "notes": "All outputs are truncated, so none is complete. N and M stand out for the sharpest identification insights, with N's point on year fixed effects and overall purchases the most original. S and R each add small details that are not in the source.", "cost_usd": 0.079662, "ok": true, "raw": null}6{"ts": "2026-11-03T23:53:43+00:00", "task": "draft_introduction", "doc": "jof_12777", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "C_conventional_rag", "L": "B_strong_prompt", "M": "E_no_factcheck", "N": "E_no_retrieval", "P": "A_baseline", "Q": "E_full_engine", "R": "E_no_profile", "S": "D_profiles_retrieval", "T": "E_no_referee"}, "scores": {"C_conventional_rag": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 4, "fidelity": 5, "usefulness": 5, "n_invented_facts": 2, "justification": "Readable and well-structured with honest placeholders, but it asserts unverified claims (spreads exceed structural-model predictions, a market held mostly by institutions) as fact, and the final line of the contribution paragraph claims a within-market contribution not in the source."}, "B_strong_prompt": {"clarity": 5, "argument_logic": 4, "contribution_positioning": 4, "methodological_rigor": 3, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Fully faithful, but it is mostly a bulleted scaffold with little prose and thin engagement with identification."}, "E_no_factcheck": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "It engages identification, scope and the differential-versus-aggregate caveat well and flags its hypotheses as such, but it is cluttered with placeholders and truncated at the end."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 7, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Strong prose with careful identification, exclusion-restriction and scope discussion; the illustrative design is explicitly labelled as hypothetical, and a few literature characterizations are asserted but flagged."}, "A_baseline": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Clean, readable framing with an identification problem and placeholders, but it is generic and its contribution statement is empty."}, "E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "A coherent hypothesis, a list of challenges, and a bounded scope statement make it close to usable, with appropriate placeholders for everything paper-specific."}, "E_no_profile": {"clarity": 5, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Very cautious and faithful, with a good discussion of reading the estimates as causal versus associational, but it has too many placeholders and little finished prose."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Compelling opening and motivation, but it asserts that bonds are held mainly by specialized investors and that the investor base is concentrated, and it adds an unsupported policy-intervention rationale."}, "E_no_referee": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 5, "usefulness": 5, "n_invented_facts": 2, "justification": "Good flow and a sound identification discussion, but it asserts holder types (insurers, pension funds and others) and market-structure claims as fact, and includes a templated results sentence."}}, "best": "E_no_retrieval", "notes": "The source had only a title, so the best outputs kept paper-specific content as placeholders and developed identification logic. Outputs that stated market-structure facts as true lost fidelity.", "cost_usd": 0.055484, "ok": true, "raw": null}7{"ts": "2026-11-03T23:53:43+00:00", "task": "explain_specification", "doc": "jof_12439", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "E_no_factcheck", "L": "E_no_profile", "M": "E_no_retrieval", "N": "E_full_engine", "P": "E_no_referee", "Q": "C_conventional_rag", "R": "A_baseline", "S": "B_strong_prompt", "T": "D_profiles_retrieval"}, "scores": {"E_no_factcheck": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 5, "usefulness": 5, "n_invented_facts": 2, "justification": "Rigorous ITT estimand, DiD contrast and threats, with honest todos; but the equation contains a todo inside it, the output is truncated, and it asserts some unsourced claims (e.g., that the Agreement was 'signed' in December 2006)."}, "E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Thorough and honest about unknowns, noting the asymmetric window and competitor timing; it hedges on fixed effects and inference but speculates on supplier-level clustering and the product-by-period FE option, and calls the design 'three further responses' loosely."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Careful, faithful, flags non-RD nature, anticipation and spillovers; leaves the fixed effects and inference as todos rather than inventing them."}, "E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 7, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Very precise on estimand and the FE interpretation; the '734 clusters' remark is conditional on a hypothesis, and 'just below and just above' overstates the narrowness slightly, though it later corrects this."}, "E_no_referee": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Clean and honest about inference, but claims the fixed effects absorb supplier effects and says 'narrow band' without support."}, "C_conventional_rag": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 4, "fidelity": 4, "usefulness": 5, "n_invented_facts": 3, "justification": "Mixes introduction material into the design section, inserts the 11% result, and says 'as we show later' and 'regulated vs unregulated' claims unsupported; it also misattributes the within-product design to the abstract."}, "A_baseline": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 4, "usefulness": 5, "n_invented_facts": 3, "justification": "Well structured but invents product fixed effects in the equation, says 'just below and above', and claims spillovers bias 'away from zero' and clustering at supplier level."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 4, "usefulness": 5, "n_invented_facts": 4, "justification": "Asserts that the Superstore's other margins use the same comparison and that the fixed effects absorb time shocks, includes the 11% result, and says 'did not choose them to fit the data' and 'just below vs above', all unsupported."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 4, "usefulness": 5, "n_invented_facts": 3, "justification": "Good structure, but asserts that the same design underlies internalization and purchases analyses and includes the 11% result; fixed effects are left as todos."}}, "best": "E_full_engine", "notes": "N and M are the most faithful and rigorous. Outputs asserting unsourced design details (same design for other margins, product FE, clustering) were penalized.", "cost_usd": 0.06355, "ok": true, "raw": null}8{"ts": "2026-11-03T23:53:43+00:00", "task": "draft_introduction", "doc": "jof_12439", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "A_baseline", "L": "E_no_retrieval", "M": "E_no_factcheck", "N": "C_conventional_rag", "P": "B_strong_prompt", "Q": "E_full_engine", "R": "E_no_profile", "S": "D_profiles_retrieval", "T": "E_no_referee"}, "scores": {"A_baseline": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 4, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Well structured and uses placeholders honestly, but it asserts that unregulated prices are not the margin of adjustment and that relationship strength is measured by informal ties, both beyond the source, and it says little about threats to identification."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 7, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Strongest on estimand and threats, covering eligibility vs. treatment, relative effect and local validity, but it adds an unsourced claim that the control group may have been partly substituted toward and that a 'UF 100,000 ≈ $4.0 million' cutoff exists as stated; it is also truncated."}, "E_no_factcheck": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Candidly flags limits (not an RD, wide asymmetric bandwidth, spillovers) and leaves author todos, but it speculates about financing vs. surplus channels and is cut off."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 5, "fidelity": 3, "usefulness": 5, "n_invented_facts": 5, "justification": "Sharp positioning but invents specific citations (Coase, Petersen and Rajan, Baker–Gibbons–Murphy, Macchiavello–Morjaria) and theoretical claims about trade credit as a quality guarantee, and it asserts findings on attenuation without support."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Clean and bounded, with an appropriately modest policy statement, but it invents administrative transaction data and a list of purposes for payment terms."}, "E_full_engine": {"clarity": 6, "argument_logic": 7, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "The logic is strong, running from surplus division to sustaining trade to margins of adjustment, with explicit threats and caveats, but it is long and truncated, and it contains some claims beyond the source such as the closing judgments on efficiency."}, "E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Closest to the source and careful about relative effects and interpretation, using placeholders for unknowns, but it is truncated at the end."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 4, "usefulness": 5, "n_invented_facts": 4, "justification": "Readable, but it asserts that stronger-relationship suppliers were less affected, that the data combine procurement records with tax data, and that subsidiaries were unconstrained, none of which is supported by the source."}, "E_no_referee": {"clarity": 6, "argument_logic": 7, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 4, "usefulness": 5, "n_invented_facts": 3, "justification": "Good framing of ambiguous theoretical predictions, but it states unsupported details such as the decline in trade being less pronounced where informal cooperation conditions are favorable, and it is truncated."}}, "best": "E_no_profile", "notes": "R is the most faithful, with the fewest invented facts and honest placeholders, while L and Q are stronger on rigor but add somewhat more unsupported content; N has the most serious fidelity problem.", "cost_usd": 0.070453, "ok": true, "raw": null}9{"ts": "2026-11-03T23:53:47+00:00", "task": "improve_abstract", "doc": "jof_12439", "rep": 2, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "A_baseline", "L": "B_strong_prompt", "M": "C_conventional_rag", "N": "D_profiles_retrieval", "P": "E_full_engine"}, "scores": {"A_baseline": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 5, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Faithful and clear, with the question up front and an explicit contribution line; it mentions the cutoff comparison but gives no timing or inference detail."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Faithful, and it states the before/after comparison around the cutoff. 'Eligibility depended on a revenue cutoff' is a mild paraphrase, and the \\begin{abstract} wrapper is extra."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Accurate; it includes the two-dominant-retailers context and the before/after comparison. The final sentence narrows to maturity, which is slightly interpretive."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 5, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Clear and accurate; it adds 'discount retailers', which is supported by the source. It says the retailer was 'barred' without 'some of' the suppliers, and it omits the before/after detail."}, "E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 7, "usefulness": 6, "n_invented_facts": 0, "justification": "Most faithful: it keeps 'some of its small suppliers' and notes that treatment is assigned by predetermined 2006 revenues. This is the identification detail most useful to a reader."}}, "best": "E_full_engine", "notes": "All five outputs keep the 11% figure and the 30-day and 90-day terms correctly. P edges ahead on precision about the treated subset and on how treatment was assigned.", "cost_usd": 0.015304, "ok": true, "raw": null}10{"ts": "2026-11-03T23:53:48+00:00", "task": "improve_abstract", "doc": "wp29", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "E_full_engine", "L": "A_baseline", "M": "B_strong_prompt", "N": "D_profiles_retrieval", "P": "C_conventional_rag"}, "scores": {"E_full_engine": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 5, "usefulness": 5, "n_invented_facts": 2, "justification": "Includes the useful point that the review loop was never triggered and keeps the bootstrap interval, but 'preregistered' and 'completion was already high' are not in the source, and the itemize list inside an abstract is awkward."}, "A_baseline": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 7, "usefulness": 6, "n_invented_facts": 0, "justification": "Faithful to the source, with a sharp question, the design details, the corrected-rubric result, and 'prefrozen' matching the source's frozen hashes; the contribution is only implicit."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 4, "fidelity": 5, "usefulness": 5, "n_invented_facts": 1, "justification": "Makes the contribution explicit, but 'first controlled test' is an unsupported priority claim; it also drops the model and client details and the bootstrap description."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 7, "usefulness": 6, "n_invented_facts": 0, "justification": "Faithful and precise, with the version, six families, task-cluster bootstrap and frozen design; the question is sharp but the contribution is not made explicit."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 5, "usefulness": 5, "n_invented_facts": 1, "justification": "Reads well, but 'preregistered' is not in the source (it says frozen with hashes), and it omits the mechanism contrasts and the bootstrap, with a compressed description of the regimes."}}, "best": "D_profiles_retrieval", "notes": "The word count of each output was not checked precisely. N and L are the most faithful. M and P add unsupported claims ('first', 'preregistered').", "cost_usd": 0.028668, "ok": true, "raw": null}11{"ts": "2026-11-03T23:53:48+00:00", "task": "improve_abstract", "doc": "jof_12777", "rep": 2, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "E_full_engine", "L": "D_profiles_retrieval", "M": "A_baseline", "N": "C_conventional_rag", "P": "B_strong_prompt"}, "scores": {"E_full_engine": {"clarity": 5, "argument_logic": 4, "contribution_positioning": 3, "methodological_rigor": 4, "fidelity": 7, "usefulness": 3, "n_invented_facts": 0, "justification": "Faithful with no invented content, but it is mostly a list of insert-from-manuscript placeholders, and its guidance on causal wording and on separating capital effects from default risk is sensible."}, "D_profiles_retrieval": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 3, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Has a good opening question and a logical flow from gap to data, method, result and contribution, but nearly everything else is placeholders."}, "A_baseline": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 3, "fidelity": 6, "usefulness": 4, "n_invented_facts": 1, "justification": "Has a clear structure and explicit contribution and implication slots, but it assumes bond investors and corporate credit spreads and adds 'beyond default risk' without support from the source."}, "C_conventional_rag": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 3, "fidelity": 5, "usefulness": 4, "n_invented_facts": 2, "justification": "Gives a motivation paragraph, but it asserts claims about standard credit-risk models and about the importance of the answer that the source does not support, and it is split into paragraphs that do not suit an abstract."}, "B_strong_prompt": {"clarity": 4, "argument_logic": 4, "contribution_positioning": 4, "methodological_rigor": 3, "fidelity": 6, "usefulness": 3, "n_invented_facts": 1, "justification": "Fragmented into many paragraphs and heavy with placeholders, and it adds 'beyond default risk' and 'supply of capital' framing that the source does not give."}}, "best": "D_profiles_retrieval", "notes": "The source has no content beyond the title, so none of the outputs is a real abstract. Each is a template with placeholders, and the differences come from how many unsupported claims each adds. L is the most coherent and keeps the claims it adds to a minimum.", "cost_usd": 0.012074, "ok": true, "raw": null}12{"ts": "2026-11-03T23:53:49+00:00", "task": "flag_causal_claims", "doc": "jof_12777", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "C_conventional_rag", "L": "A_baseline", "M": "E_no_profile", "N": "D_profiles_retrieval", "P": "E_no_referee", "Q": "E_no_retrieval", "R": "B_strong_prompt", "S": "E_no_factcheck", "T": "E_full_engine"}, "scores": {"C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Candidly flags missing text and gives well-reasoned classification criteria and bounded templates, though the template claims could be mistaken for manuscript content."}, "A_baseline": {"clarity": 5, "argument_logic": 4, "contribution_positioning": 2, "methodological_rigor": 4, "fidelity": 6, "usefulness": 3, "n_invented_facts": 0, "justification": "Mostly writes a results scaffold instead of the requested audit, and the audit list is only a single blank entry, so it misses the task."}, "E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Accurately states the missing material, gives clear criteria and identification questions, and is in the requested itemize format, but has no populated claims."}, "D_profiles_retrieval": {"clarity": 5, "argument_logic": 4, "contribution_positioning": 2, "methodological_rigor": 4, "fidelity": 6, "usefulness": 3, "n_invented_facts": 0, "justification": "States that no claims can be audited, then adds an off-task results scaffold, and the 'No causal claims identified' status line is mildly misleading."}, "E_no_referee": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 2, "methodological_rigor": 5, "fidelity": 6, "usefulness": 4, "n_invented_facts": 0, "justification": "Provides an audit scheme and a scaffold, but the scaffold drifts from the task and the audit is largely placeholders."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 3, "methodological_rigor": 6, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "A focused audit structure with a scheme, threats (reverse causality, common shocks, measurement) and a default rule, honest about missing text."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 3, "methodological_rigor": 6, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Gives a protocol, a template and conditional rewording patterns by claim type, but adds an unnecessary results scaffold and the example patterns are hypothetical."}, "E_no_factcheck": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 3, "methodological_rigor": 6, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "A clean per-claim template with fields for threat and evidence plus rewording rules that preserve numbers; the rules sit in comments, so they are less visible."}, "E_full_engine": {"clarity": 6, "argument_logic": 7, "contribution_positioning": 3, "methodological_rigor": 7, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "The most thorough audit framework, with scope, scheme, threats and claim types covering mechanism and generalization, and it never asserts anything about the paper."}}, "best": "E_full_engine", "notes": "No manuscript text was supplied, so no output could quote real claims. Outputs were judged on honesty, framework quality and adherence to the requested audit format. Outputs that drifted into results scaffolds scored lower.", "cost_usd": 0.043488, "ok": true, "raw": null}13{"ts": "2026-11-03T23:53:49+00:00", "task": "improve_abstract", "doc": "jof_12439", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "E_no_profile", "L": "E_no_retrieval", "M": "B_strong_prompt", "N": "D_profiles_retrieval", "P": "C_conventional_rag", "Q": "E_no_referee", "R": "E_full_engine", "S": "A_baseline", "T": "E_no_factcheck"}, "scores": {"E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Faithful and methodologically informative, but 'to avoid endogenous sorting' slightly overstates the source, and it runs near the upper word limit."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Closely tracks the source and is accurate; it adds the 'one of two dominant' and cutoff details, which are supported, and it reuses the original phrasing."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Accurate and concise, but it gives little design detail and the contribution statement is generic."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Clear and faithful; it states the 2006 agreement and the cutoff design. 'However' adds a slightly contrastive framing."}, "C_conventional_rag": {"clarity": 7, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 5, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Tight and accurate, with a clear question and design, but it says less on identification."}, "E_no_referee": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Faithful and concise but light on design detail."}, "E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Accurate, with identification details such as predetermined revenues and the cutoff; 'guard against endogenous sorting' is a mild inference."}, "A_baseline": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Faithful, but it says 'down from the standard 90 days' without noting the up-to-60-day nuance, and it offers little on the design."}, "E_no_factcheck": {"clarity": 6, "argument_logic": 7, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Clear logical flow from question to design to bounded conclusion, with before/after and cutoff explained; 'capped' is a fair paraphrase."}}, "best": "E_no_factcheck", "notes": "All outputs preserve the 11% and 30/90-day figures. They differ mainly in how much design detail they include.", "cost_usd": 0.021168, "ok": true, "raw": null}14{"ts": "2026-11-03T23:53:50+00:00", "task": "improve_abstract", "doc": "jof_12777", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "E_full_engine", "L": "E_no_factcheck", "M": "A_baseline", "N": "E_no_profile", "P": "E_no_referee", "Q": "E_no_retrieval", "R": "B_strong_prompt", "S": "D_profiles_retrieval", "T": "C_conventional_rag"}, "scores": {"E_full_engine": {"clarity": 3, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Faithful scaffold with no invented facts and a full question-to-bounded-conclusion structure, but it is almost entirely placeholders and the contribution comes last."}, "E_no_factcheck": {"clarity": 4, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Has a clear question and a sensible structure, but most of the content is placeholders."}, "A_baseline": {"clarity": 3, "argument_logic": 4, "contribution_positioning": 3, "methodological_rigor": 3, "fidelity": 7, "usefulness": 3, "n_invented_facts": 0, "justification": "Thin template with generic prompts, little sharpening, and little engagement with identification."}, "E_no_profile": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 6, "usefulness": 4, "n_invented_facts": 0, "justification": "Sharpens the question by contrasting capital supply with default risk, which is inferred from the title, but remains a template."}, "E_no_referee": {"clarity": 4, "argument_logic": 4, "contribution_positioning": 4, "methodological_rigor": 3, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Clear opening and reasonable template, with little on identification or limits."}, "E_no_retrieval": {"clarity": 3, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Strong guidance on conditioning on fundamentals and on causal wording, but the placeholders are long and wordy."}, "B_strong_prompt": {"clarity": 4, "argument_logic": 4, "contribution_positioning": 5, "methodological_rigor": 3, "fidelity": 5, "usefulness": 4, "n_invented_facts": 1, "justification": "Contrast with prior work is explicit, but it assumes a shock and credit protection setting not found in the source."}, "D_profiles_retrieval": {"clarity": 4, "argument_logic": 4, "contribution_positioning": 3, "methodological_rigor": 3, "fidelity": 6, "usefulness": 4, "n_invented_facts": 0, "justification": "Adequate template, but the 'through what channel' wording implies a mechanism claim the source does not support."}, "C_conventional_rag": {"clarity": 4, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 3, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Honest about the missing source and flags the inferred question, with a motivation, contribution and result structure, though it adds nesting and extra notes."}}, "best": "C_conventional_rag", "notes": "No manuscript text was supplied, so all outputs are scaffolds. The best ones avoid inventing facts and flag their assumptions.", "cost_usd": 0.019066, "ok": true, "raw": null}15{"ts": "2026-11-03T23:53:51+00:00", "task": "improve_table", "doc": "jof_12439", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "E_no_referee", "L": "C_conventional_rag", "M": "E_no_factcheck", "N": "D_profiles_retrieval", "P": "A_baseline", "Q": "E_full_engine", "R": "E_no_retrieval", "S": "B_strong_prompt", "T": "E_no_profile"}, "scores": {"E_no_referee": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Clean and faithful with sensible todos, but it asserts 'within-product' and Trade's definition without confirmation, and its Post-year treatment is confidently stated."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Faithful and well flagged, but it lacks the interpretation and identification caveats and sample-scope notes."}, "E_no_factcheck": {"clarity": 5, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "It engages identification and scope, but heavy all-caps todos and an overly long structure reduce usability; the sample claims are faithful."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Well organized and faithful with appropriate todos, but it is light on identification caveats."}, "A_baseline": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Compact and faithful, but a dense single paragraph with a todo inside the label makes it less usable."}, "E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Covers period, variables, treatment assignment, identification and cross-references to sections, but it claims parallel trends are examined in II.A and II.C without verification."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 5, "n_invented_facts": 1, "justification": "Strong interpretation and external-validity caveats, but it lacks the table environment and states the cutoff in the notes with a slightly speculative last line on reported statistics."}, "B_strong_prompt": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 6, "usefulness": 4, "n_invented_facts": 1, "justification": "Missing the table environment and label command, and it asserts the significance convention without confirmation; the IRS bins detail is sourced."}, "E_no_profile": {"clarity": 6, "argument_logic": 7, "contribution_positioning": 5, "methodological_rigor": 7, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Most rigorous on estimand, spillovers to Control and the gap between assignment and actual coverage; faithful, with a small speculative reallocation claim flagged as an interpretation."}}, "best": "E_no_profile", "notes": "All outputs carry sensible todos in place of unknown values. T and Q are best for engaging the design and threats.", "cost_usd": 0.041198, "ok": true, "raw": null}16{"ts": "2026-11-03T23:53:52+00:00", "task": "improve_table", "doc": "jof_12777", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "A_baseline", "L": "E_no_referee", "M": "E_full_engine", "N": "E_no_retrieval", "P": "E_no_profile", "Q": "E_no_factcheck", "R": "B_strong_prompt", "S": "C_conventional_rag", "T": "D_profiles_retrieval"}, "scores": {"A_baseline": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Clean, compilable template that flags the missing label and keeps the title as a caption; defaults like 10/5/1% appear only as suggestions to confirm."}, "E_no_referee": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 5, "usefulness": 6, "n_invented_facts": 1, "justification": "Compact and usable, but asserts 'number of observations is reported at the bottom of each column', which the source does not support."}, "E_full_engine": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Fully placeholder-based with careful conditionals and a non-causal caveat; the caption is itself a todo, so it is heavier to adopt."}, "E_no_retrieval": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Well-structured template with an interpretation note that engages causal versus associational reading, though it is nearly all fill-ins."}, "E_no_profile": {"clarity": 4, "argument_logic": 4, "contribution_positioning": 3, "methodological_rigor": 6, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Honest, but the caption and notes are fragmentary todos with run-on structure, and there is no real caption text."}, "E_no_factcheck": {"clarity": 4, "argument_logic": 5, "contribution_positioning": 3, "methodological_rigor": 6, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Thoughtful about identification and compilation, but heavy inline todos make the notes choppy and hard to use."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 5, "usefulness": 6, "n_invented_facts": 1, "justification": "Concise and usable, but assumes N is reported in each column and presumes a 'capital-constraint measure' and star conventions."}, "C_conventional_rag": {"clarity": 5, "argument_logic": 4, "contribution_positioning": 3, "methodological_rigor": 4, "fidelity": 4, "usefulness": 4, "n_invented_facts": 2, "justification": "Puts the label inside a todo, which breaks compilation, and asserts that all specifications include fixed effects and that the table reports N and R²."}, "D_profiles_retrieval": {"clarity": 4, "argument_logic": 4, "contribution_positioning": 3, "methodological_rigor": 5, "fidelity": 5, "usefulness": 4, "n_invented_facts": 1, "justification": "Dense single notes paragraph with a todo in the label and an assumption that fixed effects are indicated at the bottom of the table."}}, "best": "A_baseline", "notes": "The source contains no table, so the best outputs are honest templates with no invented facts and a flagged placeholder label. K is chosen for being compilable and for keeping the title-based caption.", "cost_usd": 0.030834, "ok": true, "raw": null}17{"ts": "2026-11-03T23:53:54+00:00", "task": "interpret_results", "doc": "jof_12439", "rep": 2, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "B_strong_prompt", "L": "A_baseline", "M": "D_profiles_retrieval", "N": "E_full_engine", "P": "C_conventional_rag"}, "scores": {"B_strong_prompt": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Clear and well ordered, with sensible todos, but it claims 'prices... not directly affected' and the factoring-substitute reasoning without support, and says 'main competitor'. It also states the 11% as an effect and calls it 'economically large' on thin grounds."}, "A_baseline": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Well structured with placeholders for missing numbers, but it asserts 'event-time coefficients' and states that the 11% corresponds to the pre-period mean, an unsupported claim. It also says the regulator's intent was to transfer surplus without disrupting trade."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Strong on estimand and ITT, with explicit caution against overclaiming. It asserts that the estimate understates the effect given incomplete enforcement, and mentions clustering and placebo checks that the source does not support."}, "E_full_engine": {"clarity": 6, "argument_logic": 7, "contribution_positioning": 5, "methodological_rigor": 7, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "The most careful on estimand, threats and scope. It flags the fixed-effects structure, Exposure timing and the first stage as todos instead of asserting them, and it stays close to the source."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 5, "usefulness": 6, "n_invented_facts": 1, "justification": "Clear and organized, with caveats on robustness. It asserts that the Agreement 'created an incentive' to sort and that Control firms may have gained trade, which are mild inferences, and it is less rigorous on threats than N."}}, "best": "E_full_engine", "notes": "All outputs are truncated. N is the most faithful and the most rigorous about uncertainty.", "cost_usd": 0.046064, "ok": true, "raw": null}18{"ts": "2026-11-03T23:53:55+00:00", "task": "interpret_results", "doc": "jof_12777", "rep": 2, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "E_full_engine", "L": "A_baseline", "M": "B_strong_prompt", "N": "C_conventional_rag", "P": "D_profiles_retrieval"}, "scores": {"E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 6, "usefulness": 4, "n_invented_facts": 0, "justification": "It flags that no material was supplied and adds a thoughtful identification discussion (reverse causality, omitted factors, measurement error), but it stays generic and commits to some table labels and structure not in the source."}, "A_baseline": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 3, "methodological_rigor": 4, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "It is a faithful, honest scaffold that avoids stating any direction, but it is thin and gives little interpretive content."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 5, "usefulness": 4, "n_invented_facts": 2, "justification": "It asserts a research question and the unit of basis points that are not in the source, and it suggests an example negative sign, but it carries good guards against overclaiming."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 5, "usefulness": 4, "n_invented_facts": 3, "justification": "It builds a coherent logic of capital constraints, heterogeneity and robustness, but it presumes a bond-level design, specific controls and holder-concentration tests that the material does not support."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 3, "methodological_rigor": 4, "fidelity": 6, "usefulness": 4, "n_invented_facts": 1, "justification": "It is a clean scaffold with a placeholder for every claim, but it references section labels and a heterogeneity table that may not exist and offers little substantive guidance."}}, "best": "E_full_engine", "notes": "No tables or facts were supplied, so all outputs are scaffolds. K is best because it is the most candid about the missing material and adds the most methodological content with little invention.", "cost_usd": 0.023684, "ok": true, "raw": null}19{"ts": "2026-11-03T23:53:56+00:00", "task": "referee_report", "doc": "jof_12439", "rep": 2, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "B_strong_prompt", "L": "A_baseline", "M": "D_profiles_retrieval", "N": "C_conventional_rag", "P": "E_full_engine"}, "scores": {"B_strong_prompt": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 5, "usefulness": 6, "n_invented_facts": 3, "justification": "Well organised and tied to sections, but it asserts the post-period includes the global financial crisis without support from the source material, claims the 'Treated' variable is year-specific, and leaves a \\todo placeholder in the text."}, "A_baseline": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Faithful to the source, with strong comments on spillovers, first stage/ITT, outcome decomposition and inference; it leaves a \\todo placeholder and was truncated."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 7, "contribution_positioning": 6, "methodological_rigor": 7, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Highly specific and logical; it notes the survival-outcome issue, the testable prediction around July 2008, regulation vs maturity, and Exposure confounds, and stays faithful to the source apart from a few section labels such as II.A and II.C; it was truncated."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Strong on Exposure identification and the linear probability model, but it asserts the 2008-09 crisis overlap as fact and was truncated."}, "E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 7, "usefulness": 6, "n_invented_facts": 0, "justification": "Explicitly flags the limited material it saw and avoids unsupported claims, which keeps it faithful; it is slightly more hedged and was truncated, and it leaves a \\todo placeholder."}}, "best": "D_profiles_retrieval", "notes": "All outputs are truncated. P is the most faithful and M the most analytically sharp. K and N bring in outside facts (the financial crisis) not in the source.", "cost_usd": 0.046666, "ok": true, "raw": null}20{"ts": "2026-11-03T23:53:57+00:00", "task": "interpret_results", "doc": "jof_12777", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "E_no_retrieval", "L": "E_no_referee", "M": "A_baseline", "N": "C_conventional_rag", "P": "E_no_profile", "Q": "E_full_engine", "R": "B_strong_prompt", "S": "D_profiles_retrieval", "T": "E_no_factcheck"}, "scores": {"E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Faithful scaffold with strong, bounded identification and magnitude logic, but it is all placeholders and not an interpretation of results."}, "E_no_referee": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Clean scaffold with no invented facts and sensible structure including precision and mechanism, but mostly empty and less rigorous on identification."}, "A_baseline": {"clarity": 6, "argument_logic": 4, "contribution_positioning": 3, "methodological_rigor": 4, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Simple, accurate template with little engagement with identification or inference."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Good flow and alternative-explanation discussion, but it presumes a specialized-credit-investor framing and Column (1) structure that the source does not provide."}, "E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Careful scaffold that flags association versus causality, reverse causality, persistence, and heterogeneity tests, with no invented content."}, "E_full_engine": {"clarity": 5, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 7, "fidelity": 6, "usefulness": 4, "n_invented_facts": 0, "justification": "Most methodologically rich (bad controls, timing, equality tests, multiple comparisons, reversal), but it is truncated mid-sentence and assumes details such as bond-level data."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Well structured scaffold, but it presupposes a spread decomposition, stress periods and intermediary capital that the source never mentions."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Move-by-move scaffold with bounded claims and no invented facts, but it is thin on threats to identification."}, "E_no_factcheck": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 7, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Strong conditional scaffold covering aggregate-series identification, HAC and clustering inference, reverse causality, and bounded claims, with no invented content."}}, "best": "E_no_factcheck", "notes": "The source contained only a title, so every output is a placeholder scaffold. None invents numbers. Ranking depends on methodological care and on how few unsupported assumptions each makes. Q is the richest but is truncated.", "cost_usd": 0.053444, "ok": true, "raw": null}21{"ts": "2026-11-03T23:53:57+00:00", "task": "interpret_results", "doc": "jof_12439", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "A_baseline", "L": "C_conventional_rag", "M": "E_no_factcheck", "N": "D_profiles_retrieval", "P": "E_no_retrieval", "Q": "E_no_referee", "R": "B_strong_prompt", "S": "E_no_profile", "T": "E_full_engine"}, "scores": {"A_baseline": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 5, "usefulness": 5, "n_invented_facts": 1, "justification": "Clean, placeholder-honest, but asserts that 'the intended beneficiaries... likelihood fell' and a 'single department' reading; it also claims the Agreement's restriction 'applied only on one side', and it is truncated."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 4, "usefulness": 6, "n_invented_facts": 2, "justification": "Well structured with many placeholders and sound identification discussion, but it asserts that 11% is relative to the pre-period Treated mean and that the effect is 'intensive vs extensive', which the source does not state."}, "E_no_factcheck": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 7, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Strongest on rigor (ITT, relative effect, asymmetric window, spillovers), repeatedly refuses to claim unverified results and flags with TODOs; truncated."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 4, "usefulness": 5, "n_invented_facts": 2, "justification": "Readable but over-interprets (claims renegotiation did not undo the restriction, 'decline indicates relationships terminated') and lists invented robustness examples; truncated."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 7, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Careful on what the design can and cannot identify (manipulation of 2006 revenues, wide band, competitor timing, exposure timing), faithful with TODOs; truncated."}, "E_no_referee": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 5, "usefulness": 5, "n_invented_facts": 1, "justification": "Faithful and clear, but it claims that the narrow window keeps groups comparable and that the Agreement left prices free, and it calls the estimate 'local', which is partly unsupported."}, "B_strong_prompt": {"channel": "", "clarity": 6, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 4, "usefulness": 5, "n_invented_facts": 3, "justification": "Contains unsupported claims such as the 11% being a 'lower bound', the $1-4M range being 'where the loss of a single buyer is most likely to bind', and the 'did not change technology' claim."}, "E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Thorough, honest with TODOs and caveats, though it adds that Agreement was 'signed' in December 2006 and references sections D that do not exist; truncated."}, "E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 7, "fidelity": 5, "usefulness": 6, "n_invented_facts": 1, "justification": "Strong on identification threats and honest TODOs, but it presents parallel pre-trends and divergence as features of the evidence before verification; truncated."}}, "best": "E_no_retrieval", "notes": "Scores differ mainly on fidelity and caution. P and M avoided unsupported claims while engaging identification most deeply. R and N drifted into interpretive claims not in the source. Several outputs are truncated.", "cost_usd": 0.074968, "ok": true, "raw": null}22{"ts": "2026-11-03T23:53:58+00:00", "task": "referee_report", "doc": "jof_12777", "rep": 2, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "D_profiles_retrieval", "L": "E_full_engine", "M": "C_conventional_rag", "N": "B_strong_prompt", "P": "A_baseline"}, "scores": {"D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Correct task type, honest about missing manuscript, with conditional and well-targeted identification, inference, measurement and robustness comments, and it explicitly flags that no verification was possible."}, "E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 7, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Correct referee-report format and the most rigorous conditional comments (estimand, clustering, Newey-West, multiple testing, mechanical correlation), with honest placeholders for every location."}, "C_conventional_rag": {"clarity": 4, "argument_logic": 3, "contribution_positioning": 1, "methodological_rigor": 2, "fidelity": 4, "usefulness": 1, "n_invented_facts": 0, "justification": "Writes a results-section scaffold instead of a referee report, so it fails the task; it also presupposes a negative capital-spread association and an authorial voice."}, "B_strong_prompt": {"clarity": 4, "argument_logic": 3, "contribution_positioning": 1, "methodological_rigor": 2, "fidelity": 4, "usefulness": 1, "n_invented_facts": 0, "justification": "Writes a results-section scaffold, which is the wrong task, and it presupposes findings like reversal and heterogeneity."}, "A_baseline": {"clarity": 4, "argument_logic": 2, "contribution_positioning": 1, "methodological_rigor": 1, "fidelity": 5, "usefulness": 1, "n_invented_facts": 0, "justification": "A results-section scaffold with only placeholders, which is the wrong deliverable and contains no referee content."}}, "best": "E_full_engine", "notes": "K and L correctly produce referee-report scaffolds; M, N and P answer a different task (results section).", "cost_usd": 0.024636, "ok": true, "raw": null}23{"ts": "2026-11-03T23:53:59+00:00", "task": "referee_report", "doc": "jof_12439", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "E_no_referee", "L": "D_profiles_retrieval", "M": "E_no_factcheck", "N": "A_baseline", "P": "E_full_engine", "Q": "E_no_retrieval", "R": "C_conventional_rag", "S": "B_strong_prompt", "T": "E_no_profile"}, "scores": {"E_no_referee": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 5, "usefulness": 5, "n_invented_facts": 2, "justification": "Clear and faithful in the summary, but it asserts a 'false cutoff' and 'credit tightening' and a 'rare... not seen' novelty claim, and the report is truncated mid-comment 3.5."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Well tied to sections, with good points on the 11% ambiguity, 2006 timing, and spillovers; slightly overstated claims and truncated at 3.7."}, "E_no_factcheck": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 7, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Rigorous on SUTVA, fixed effects, and estimand and carefully hedged, but truncated at 3.1(g) and its contribution discussion is thin."}, "A_baseline": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Well organised by the requested categories (M1–M7) with a good contemporaneous-legislation comment; refers to a 'Comment M10' that is never shown, and is truncated."}, "E_full_engine": {"clarity": 6, "argument_logic": 7, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Careful structure with concern/request format and appropriate scope caveats, but it attributes the paper 'documenting' reallocation and is truncated."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Faithful with concrete requests, including department×year fixed effects and the criteria versus revenue issue; truncated at the 'vertical integration' comment."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Solid, but it asserts a 'tightening credit conditions' period and describes Exposure as 'pre-period' without support, and is truncated."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 7, "fidelity": 6, "usefulness": 7, "n_invented_facts": 1, "justification": "Covers the most categories including inference and exclusivity horse race and reaches Section V comment 9, though it cites a 'Footnote 27' that was not in the source; truncated at the end."}, "E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 7, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Has separate identification, inference, and measurement headings and a good clustering/randomization-inference request, but states the competitor was 'not yet bound' as fact and is truncated."}}, "best": "B_strong_prompt", "notes": "All outputs are truncated; S gets the edge for breadth, covering inference and the mechanism sections before cutoff, plus a usable structure.", "cost_usd": 0.076048, "ok": true, "raw": null}24{"ts": "2026-11-03T23:54:00+00:00", "task": "referee_report", "doc": "jof_12777", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "D_profiles_retrieval", "L": "B_strong_prompt", "M": "A_baseline", "N": "E_full_engine", "P": "E_no_factcheck", "Q": "C_conventional_rag", "R": "E_no_retrieval", "S": "E_no_referee", "T": "E_no_profile"}, "scores": {"D_profiles_retrieval": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 3, "methodological_rigor": 4, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Honest referee-report scaffold with a clear flag that no content was supplied and sensible questions per comment, but thin and mostly placeholders."}, "B_strong_prompt": {"clarity": 5, "argument_logic": 4, "contribution_positioning": 2, "methodological_rigor": 3, "fidelity": 6, "usefulness": 2, "n_invented_facts": 0, "justification": "Writes a results-section scaffold rather than the requested referee report, so it misses the task format even though it invents no numbers."}, "A_baseline": {"clarity": 5, "argument_logic": 3, "contribution_positioning": 2, "methodological_rigor": 2, "fidelity": 7, "usefulness": 2, "n_invented_facts": 0, "justification": "Notices the task/brief mismatch but delivers a results-section scaffold, not a referee report, and has no referee content."}, "E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Full referee report structure with a scope statement, conditional and well-reasoned comments on identification, inference, measurement and robustness, an honest refusal to recommend, and no invented findings."}, "E_no_factcheck": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 3, "methodological_rigor": 5, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Correct referee format with conditional checks that are largely todo-driven, plus a stray LaTeX typo and an odd note about a prior draft."}, "C_conventional_rag": {"clarity": 5, "argument_logic": 3, "contribution_positioning": 2, "methodological_rigor": 2, "fidelity": 7, "usefulness": 2, "n_invented_facts": 0, "justification": "Results-section scaffold, not a referee report, so it is wrong for the task."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Thorough referee scaffold with a clear contribution framework, comments on identification including dynamics and exposure tests, inference and measurement, and a recommendation tied to specific comments, with nothing invented."}, "E_no_referee": {"clarity": 5, "argument_logic": 3, "contribution_positioning": 2, "methodological_rigor": 2, "fidelity": 7, "usefulness": 2, "n_invented_facts": 0, "justification": "Results-section scaffold rather than a referee report, so it misses the task."}, "E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Detailed conditional referee template with good methodological points and a clear structure, but it leans on the title for the topic and has less specific table anchoring."}}, "best": "E_no_retrieval", "notes": "Outputs L, M, Q and S wrote results-section scaffolds, which is the wrong deliverable for a referee_report task. The referee-format outputs (K, N, P, R, T) all avoided inventing findings. R and N were the most complete and best anchored to sections and tables.", "cost_usd": 0.04819, "ok": true, "raw": null}25{"ts": "2026-11-03T23:54:01+00:00", "task": "referee_report", "doc": "wp29", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "C_conventional_rag", "L": "D_profiles_retrieval", "M": "E_full_engine", "N": "A_baseline", "P": "B_strong_prompt"}, "scores": {"C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "This is the only output that is actually a referee report; it has sharp, section-tied critiques (ceiling null, mechanisms never fired, mechanical contract compliance, shared authorship). It is truncated mid-comment 5, and it attributes a quote about 'protocol texts delivered through the system prompt' to the Introduction and says oracles were written by fresh sessions of the same client family, neither of which is verifiable from the source."}, "D_profiles_retrieval": {"clarity": 5, "argument_logic": 4, "contribution_positioning": 1, "methodological_rigor": 2, "fidelity": 6, "usefulness": 1, "n_invented_facts": 0, "justification": "This rewrites the Results section instead of producing a referee report, so it fails the task, though it stays faithful to the source facts."}, "E_full_engine": {"clarity": 5, "argument_logic": 4, "contribution_positioning": 1, "methodological_rigor": 3, "fidelity": 5, "usefulness": 1, "n_invented_facts": 1, "justification": "This is a Results rewrite, not a referee report; it has some methodological nuance and a TODO placeholder, and it adds claims such as the re-run not being a fresh draw."}, "A_baseline": {"clarity": 5, "argument_logic": 4, "contribution_positioning": 1, "methodological_rigor": 2, "fidelity": 5, "usefulness": 1, "n_invented_facts": 1, "justification": "This is a Results rewrite, not a referee report; it adds an unsupported claim that envelope exhaustion does not mask a difference."}, "B_strong_prompt": {"clarity": 5, "argument_logic": 4, "contribution_positioning": 1, "methodological_rigor": 2, "fidelity": 5, "usefulness": 1, "n_invented_facts": 1, "justification": "This is a Results rewrite, not a referee report; it adds a 'ledger key collision' detail not in the source."}}, "best": "C_conventional_rag", "notes": "Only K responds to the referee-report task; L, M, N and P rewrite the Results section.", "cost_usd": 0.063478, "ok": true, "raw": null}26{"ts": "2026-11-03T23:54:04+00:00", "task": "rewrite_literature", "doc": "jof_12439", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "E_no_profile", "L": "D_profiles_retrieval", "M": "C_conventional_rag", "N": "E_no_factcheck", "P": "A_baseline", "Q": "E_full_engine", "R": "E_no_retrieval", "S": "E_no_referee", "T": "B_strong_prompt"}, "scores": {"E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Well organized with differentiated positioning and appropriate caveats; mild invented causal claims (e.g. frictions co-vary with technology) and some overreach, but numbers are faithful."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 4, "fidelity": 5, "usefulness": 5, "n_invented_facts": 3, "justification": "Clear and mostly faithful, but adds unsupported claims (policy conclusion on protecting small suppliers, 'Where such substitutes are weak' internalization, 'test directly') and has weak methodological engagement."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 5, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Opens with a sharp question, differentiates from prior work, stays faithful; limited discussion of identification caveats."}, "E_no_factcheck": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 7, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Strong engagement with design, local nature of estimates, and non-random exclusivity, with honest author todos; slight inference (concentrated buyer incentives) and some length."}, "A_baseline": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 4, "fidelity": 5, "usefulness": 5, "n_invented_facts": 2, "justification": "Readable and faithful in numbers, but claims of 'test directly' and contribution statements go beyond the source and rigor discussion is thin."}, "E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 7, "fidelity": 6, "usefulness": 6, "n_invented_facts": 2, "justification": "Engages identification, local validity and limits well; references Section II and a 'single large buyer' framing that are slightly beyond source, though largely faithful."}, "E_no_retrieval": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 5, "usefulness": 5, "n_invented_facts": 3, "justification": "Good rigor on limits, but fragmented with excess bullets, invented claims (mutual fund families, Control purchases shift, Sections II-IV), and a less cohesive positioning."}, "E_no_referee": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 4, "fidelity": 5, "usefulness": 5, "n_invented_facts": 3, "justification": "Fluent and well positioned, but adds unsupported claims ('quasi-experimental', financing-motive puzzle, 'supports rationale for protecting small suppliers') and little caveating."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 6, "methodological_rigor": 4, "fidelity": 4, "usefulness": 5, "n_invented_facts": 4, "justification": "Concise positioning but invents claims such as 'closest to our paper', 'to our knowledge first evidence', and market-power incentive reasoning not in the source."}}, "best": "E_no_factcheck", "notes": "N and Q best balance faithful content, positioning, and methodological caveats; others added unsupported claims or lacked rigor.", "cost_usd": 0.061504, "ok": true, "raw": null}27{"ts": "2026-11-03T23:54:05+00:00", "task": "flag_causal_claims", "doc": "jof_12777", "rep": 1, "pass": "B", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "C_conventional_rag", "L": "E_no_factcheck", "M": "E_no_retrieval", "N": "E_no_profile", "P": "E_full_engine", "Q": "B_strong_prompt", "R": "A_baseline", "S": "E_no_referee", "T": "D_profiles_retrieval"}, "scores": {"C_conventional_rag": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 6, "usefulness": 4, "n_invented_facts": 0, "justification": "It flags the missing text honestly and gives well-reasoned claim-type templates, but it presumes typical paper content (reversals, specialized capital) that is not in the source."}, "E_no_factcheck": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "It is a faithful and clean placeholder audit with a generic threat checklist and rewording rules, and it invents nothing, but it contains no actual claims."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "It is concise and honest, with a clear classification scheme, threats, and a fill-in claim template with a default rule."}, "E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 7, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "It states the status plainly, gives rigorous decision rules and identification questions, and keeps its search terms explicitly separate from any claims of the manuscript."}, "E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 7, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "It is a thorough template with a classification scheme, threats checklist, and claim slots, but it is too long for an itemize list and has no real claims."}, "B_strong_prompt": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 6, "usefulness": 4, "n_invented_facts": 0, "justification": "It is useful with its rewording patterns, but the appended results scaffold goes beyond the task and the pattern sentences presume typical content."}, "A_baseline": {"clarity": 5, "argument_logic": 4, "contribution_positioning": 3, "methodological_rigor": 5, "fidelity": 5, "usefulness": 3, "n_invented_facts": 1, "justification": "It writes a results scaffold, not the requested audit, assumes an equation and a time-series capital measure, and gives the audit only a token entry."}, "E_no_referee": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 3, "methodological_rigor": 5, "fidelity": 6, "usefulness": 4, "n_invented_facts": 0, "justification": "The audit portion is solid, but half the output is an unrequested results scaffold."}, "D_profiles_retrieval": {"clarity": 5, "argument_logic": 4, "contribution_positioning": 3, "methodological_rigor": 4, "fidelity": 6, "usefulness": 3, "n_invented_facts": 0, "justification": "The audit is thin, and it includes a contradictory 'No causal claims identified' status line alongside an unrequested results scaffold."}}, "best": "E_no_profile", "notes": "The source contained no manuscript text, so honest placeholder outputs were the correct behavior. Outputs that stayed on the audit task and avoided scaffolding unrelated results scored higher.", "cost_usd": 0.043188, "ok": true, "raw": null}28{"ts": "2026-11-03T23:54:05+00:00", "task": "improve_abstract", "doc": "wp29", "rep": 1, "pass": "B", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "C_conventional_rag", "L": "E_full_engine", "M": "B_strong_prompt", "N": "A_baseline", "P": "D_profiles_retrieval"}, "scores": {"C_conventional_rag": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 4, "fidelity": 5, "usefulness": 5, "n_invented_facts": 1, "justification": "Concise and clear with the magnitudes kept, but 'preregistered' is not in the source (which says frozen with hashes), and 'full method' is not clearly defined for readers."}, "E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 5, "fidelity": 4, "usefulness": 4, "n_invented_facts": 2, "justification": "Mentions the bootstrap interval, the review loop never triggered, and the unchanged null, but adds an unsourced 'preregistered' and the unsupported inference 'completion already high'. The bulleted list is inappropriate in an abstract, and the 'gated arms' compliance claim is slightly loose."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 4, "fidelity": 4, "usefulness": 5, "n_invented_facts": 1, "justification": "Makes the contribution explicit, but 'first controlled test, to our knowledge' is an unsupported novelty claim (the source says only 'not measured'), and it omits the model version."}, "A_baseline": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Faithful: it keeps the corrected-rubric statement and the model/client versions with nothing invented. The contribution is less explicitly stated, and the format is terse with semicolons."}, "D_profiles_retrieval": {"clarity": 7, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Sharp question, with the six families, the freezing, the hidden oracles and the task-cluster bootstrap all faithful to the source. It omits the corrected-rubric note and the review loop never being triggered, but reads cleanly and could be adopted with light edits."}}, "best": "D_profiles_retrieval", "notes": "Fidelity penalised the unsourced 'preregistered' (K, L) and the unsourced 'first' novelty claim (M). All outputs assume the macros resolve as in the source.", "cost_usd": 0.029478, "ok": true, "raw": null}29{"ts": "2026-11-03T23:54:07+00:00", "task": "draft_introduction", "doc": "jof_12777", "rep": 1, "pass": "B", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "D_profiles_retrieval", "L": "B_strong_prompt", "M": "E_no_referee", "N": "A_baseline", "P": "E_no_retrieval", "Q": "E_full_engine", "R": "E_no_profile", "S": "C_conventional_rag", "T": "E_no_factcheck"}, "scores": {"D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Polished prose with a clear question, motivation and identification problem, and placeholders for all paper-specific content; it asserts a few unverifiable characterizations, such as policy interventions being justified by impaired intermediation."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 3, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Very faithful and honest, but mostly a scaffold of placeholders with thin argument and almost no engagement with identification."}, "E_no_referee": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Good flow and a solid identification discussion including reverse causality; it lists investor types (insurers, funds, dealers) that are not in the source."}, "A_baseline": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Clear motivation and identification logic, with a related-literature paragraph mentioning investor concentration that is not in the source, plus placeholders."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 7, "fidelity": 5, "usefulness": 5, "n_invented_facts": 2, "justification": "Strongest on methodology: exclusion restriction, relative versus aggregate effects, spillovers and dynamics. It speculates a cross-sectional exposure design and makes claims about prior literature without source support, though these are flagged for verification."}, "E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Well-structured hypothesis, confounds, scope-of-estimates and alternative explanations, with placeholders for paper specifics. It includes some assumed market characterizations, hedged as 'may' and flagged for author confirmation."}, "E_no_profile": {"clarity": 5, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Careful, hedged and faithful with good treatment of interpretation, but placeholder-heavy and choppy, so less ready to adopt."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 4, "usefulness": 5, "n_invented_facts": 4, "justification": "Reads like a real introduction but asserts unsupported claims, such as spreads exceeding structural-model predictions and that 'we propose and test directly', and implies the paper's contribution and findings without source support."}, "E_no_factcheck": {"clarity": 5, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Thorough scaffold with identification challenges, scope and caveats, all flagged for verification, but it is very placeholder-heavy and the text is cut off at the end."}}, "best": "E_full_engine", "notes": "The source contained only a title, so the best outputs supplied a framing and placeholders without inventing results. Q and K balance prose with rigor; P is strongest on methodology but speculative; S is the least faithful.", "cost_usd": 0.054312, "ok": true, "raw": null}30{"ts": "2026-11-03T23:54:07+00:00", "task": "rewrite_literature", "doc": "jof_12777", "rep": 1, "pass": "A", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "E_full_engine", "L": "E_no_retrieval", "M": "A_baseline", "N": "D_profiles_retrieval", "P": "B_strong_prompt", "Q": "E_no_profile", "R": "E_no_factcheck", "S": "E_no_referee", "T": "C_conventional_rag"}, "scores": {"E_full_engine": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 5, "usefulness": 5, "n_invented_facts": 3, "justification": "Rigorous about identification threats and flags truncations, but it is verbose and fragmented with many TODOs, and it adds unsupported claims (sellers/buyers identified separately, margin flows between counterparties)."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 2, "justification": "Clear flow from premise to measurement problem to test, with bounded conclusions and an honest note that the test does not identify the friction; the main inventions are the claims about aggregate measures and the 'actually pay' margin."}, "A_baseline": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 3, "fidelity": 5, "usefulness": 5, "n_invented_facts": 3, "justification": "Readable, but it makes strong claims ('sharper identification', 'actual cash flows') without caveats, and asserts that 'in my work' capital is concentrated in desks."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 4, "fidelity": 5, "usefulness": 6, "n_invented_facts": 3, "justification": "Concise and well-positioned, but it omits identification threats and adds claims such as 'aggregate capital is priced' and 'the dynamics of the response'."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 4, "fidelity": 3, "usefulness": 5, "n_invented_facts": 6, "justification": "It attributes specific findings to the cited papers (Kyle-Xiong contagion, Shleifer-Vishny mispricing), invents a claim about Gabaix et al.'s 'specialized nature of market' and a Duffie et al. funding-channel link, and cites Gabaix twice."}, "E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 7, "fidelity": 6, "usefulness": 6, "n_invented_facts": 2, "justification": "Explicit exclusion restriction, stated limits, and a clear contribution statement against both the aggregate empirical and the theory literatures; minor additions include 'sample period' and 'placebo' suggestions."}, "E_no_factcheck": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 5, "usefulness": 6, "n_invented_facts": 4, "justification": "Strong structure with identification caveats and a clear statement of non-discrimination among theories, but it adds descriptive claims about each theory and the claim that seller shocks reflect 'cash flows the investor actually incurs'."}, "E_no_referee": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 3, "fidelity": 4, "usefulness": 5, "n_invented_facts": 4, "justification": "It invents the premise of 'desks that intermediate credit risk' and a framing of integrated-market versus slow-moving-capital, and presents the signature prediction as a conversion of the integrated-market test, which is a logical stretch."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 4, "fidelity": 4, "usefulness": 6, "n_invented_facts": 4, "justification": "Fluent and with a clear contribution, but it adds mechanism claims ('other capital would enter to offset it'), treats the signature prediction as the spread response itself, and has no identification caveats."}}, "best": "E_no_profile", "notes": "Q and L stand out for bounded claims and for flagging what the design must show; P is penalized for fabricating what the cited works found.", "cost_usd": 0.040588, "ok": true, "raw": null}31{"ts": "2026-11-03T23:54:07+00:00", "task": "improve_abstract", "doc": "jof_12439", "rep": 1, "pass": "B", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "E_full_engine", "L": "A_baseline", "M": "E_no_profile", "N": "D_profiles_retrieval", "P": "C_conventional_rag", "Q": "B_strong_prompt", "R": "E_no_referee", "S": "E_no_retrieval", "T": "E_no_factcheck"}, "scores": {"E_full_engine": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Faithful and adds the 2006-revenue assignment, but 'guard against endogenous sorting' is mild interpretation and the 'one of two dominant retailers' detail is supported; word count is probably within range."}, "A_baseline": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 4, "fidelity": 7, "usefulness": 6, "n_invented_facts": 0, "justification": "Very faithful and clear, but offers little design detail beyond the source's own DiD mention."}, "E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Strong design description, but 'moves procurement' and 'loss of long terms' are slight paraphrases, and the source says 'agency' rather than 'authority' (a minor point)."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 5, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Faithful and clear; the 'however' framing is fine, and 2006 agreement is accurate (the agreement dated December 2006)."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 5, "fidelity": 7, "usefulness": 6, "n_invented_facts": 0, "justification": "Accurate and concise with a clear cutoff comparison, and no embellishments."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 4, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Faithful, but the closing claim that financial contracting sustains relationships is a bit stronger than the findings, and it gives little cutoff detail."}, "E_no_referee": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 4, "fidelity": 7, "usefulness": 6, "n_invented_facts": 0, "justification": "Clean and faithful but with minimal methodological detail."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Includes the predetermined revenue treatment and cutoff comparison, and is faithful; 'discount retailers' and 'barred' are accurate."}, "E_no_factcheck": {"clarity": 6, "argument_logic": 7, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 0, "justification": "Best-sharpened question and clear design with before/after and cutoff, but it risks exceeding 150 words and 'capped' is a slight paraphrase."}}, "best": "E_no_factcheck", "notes": "All outputs preserve the 11% figure and the 30 vs 90 day terms, with no invented numbers. They differ mainly in how much design detail they add.", "cost_usd": 0.021758, "ok": true, "raw": null}32{"ts": "2026-11-03T23:54:09+00:00", "task": "improve_table", "doc": "jof_12777", "rep": 1, "pass": "B", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "A_baseline", "L": "E_no_retrieval", "M": "E_full_engine", "N": "B_strong_prompt", "P": "C_conventional_rag", "Q": "E_no_referee", "R": "E_no_factcheck", "S": "E_no_profile", "T": "D_profiles_retrieval"}, "scores": {"A_baseline": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Clean template that flags the missing label and uses the paper title for the caption, but it assumes 'Baseline Regressions' and offers little on interpretation or identification."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 6, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Invents nothing, is explicit about the missing material, and adds an interpretation/causality note that engages identification, though it is entirely placeholders."}, "E_full_engine": {"clarity": 5, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 7, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Thorough conditional instructions covering estimator, transformations, clustering and causal caveats, and notes the todo-in-float compile issue, but the caption is entirely a placeholder and the text is verbose."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Compact and usable, but it asserts 'Baseline Regressions' and that the number of observations is reported, with no interpretation note."}, "C_conventional_rag": {"clarity": 5, "argument_logic": 5, "contribution_positioning": 3, "methodological_rigor": 5, "fidelity": 6, "usefulness": 4, "n_invented_facts": 0, "justification": "Structured, but the todo inside \\label breaks compilation, the caption is only a placeholder, and it assumes the table reports N and R²."}, "E_no_referee": {"clarity": 5, "argument_logic": 4, "contribution_positioning": 4, "methodological_rigor": 4, "fidelity": 6, "usefulness": 5, "n_invented_facts": 0, "justification": "Compact single-paragraph notes with a guessed 'Baseline' caption and an assumed N at the bottom; no interpretation or identification content."}, "E_no_factcheck": {"clarity": 5, "argument_logic": 6, "contribution_positioning": 4, "methodological_rigor": 7, "fidelity": 7, "usefulness": 5, "n_invented_facts": 0, "justification": "Handles compilation issues and engages estimator, clusters and causal interpretation, but the many inline todos make it fragmented and heavy."}, "E_no_profile": {"clarity": 4, "argument_logic": 5, "contribution_positioning": 3, "methodological_rigor": 5, "fidelity": 7, "usefulness": 4, "n_invented_facts": 0, "justification": "Every slot is a VERIFY placeholder, the run-on notes are less readable, and the todo inside the caption may break compilation."}, "D_profiles_retrieval": {"clarity": 4, "argument_logic": 4, "contribution_positioning": 3, "methodological_rigor": 4, "fidelity": 6, "usefulness": 4, "n_invented_facts": 0, "justification": "Notes are one dense block with a todo in \\label, which breaks compilation, and it assumes fixed effects are shown at the bottom; weaker structure."}}, "best": "E_no_retrieval", "notes": "The source contains no table, so every output is a template. The best ones invent nothing, flag the missing label, and add interpretation guidance. Outputs that assume 'Baseline Regressions' or a reported N are slightly less faithful.", "cost_usd": 0.031664, "ok": true, "raw": null}33{"ts": "2026-11-03T23:54:10+00:00", "task": "rewrite_literature", "doc": "jof_12777", "rep": 1, "pass": "B", "judge_model": "claude-sonnet-5-5", "mapping": {"K": "E_no_profile", "L": "C_conventional_rag", "M": "B_strong_prompt", "N": "E_no_factcheck", "P": "E_no_referee", "Q": "D_profiles_retrieval", "R": "E_full_engine", "S": "E_no_retrieval", "T": "A_baseline"}, "scores": {"E_no_profile": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 6, "usefulness": 6, "n_invented_facts": 1, "justification": "Faithful, with careful todo flags and a bounded exclusion-restriction discussion; the concluding contribution is explicit; the claim that the exclusion restriction concerns own-name positions is an inference, but it is flagged as a todo."}, "C_conventional_rag": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 4, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Clean and well positioned, but adds an unsourced claim that other capital would enter to offset shocks, and gives little discussion of identification threats."}, "B_strong_prompt": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 4, "fidelity": 3, "usefulness": 5, "n_invented_facts": 5, "justification": "Attributes specific findings to cited papers (e.g., Kyle-Xiong loss propagation, GKV specialized markets, 'priced in the cross-section') that are not in the source, which is a fidelity risk."}, "E_no_factcheck": {"clarity": 6, "argument_logic": 7, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Logical flow with the integration null and good identification caveats; minor embellishments such as 'other capital would absorb the shock' and the descriptions of strands."}, "E_no_referee": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 5, "methodological_rigor": 3, "fidelity": 5, "usefulness": 5, "n_invented_facts": 2, "justification": "Readable and flags gaps, but misreads the slow-moving-capital signature as the prediction about investor capital, and rests on no identification discussion."}, "D_profiles_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 4, "fidelity": 5, "usefulness": 6, "n_invented_facts": 2, "justification": "Concise and well framed, but claims that segmentation is across reference entities and that aggregate studies show capital is priced go beyond the source, and identification is thin."}, "E_full_engine": {"clarity": 5, "argument_logic": 6, "contribution_positioning": 5, "methodological_rigor": 6, "fidelity": 5, "usefulness": 4, "n_invented_facts": 1, "justification": "Strong identification caveats and honest flags, but heavy todo clutter, awkward ending, and cite placeholders make it less usable."}, "E_no_retrieval": {"clarity": 6, "argument_logic": 6, "contribution_positioning": 6, "methodological_rigor": 6, "fidelity": 5, "usefulness": 6, "n_invented_facts": 1, "justification": "Clear identification discussion and two bounded qualifications; reads a spread response as the slow-moving-capital signature, which is a plausible reading, and adds minor claims about aggregate measures."}, "A_baseline": {"clarity": 6, "argument_logic": 5, "contribution_positioning": 6, "methodological_rigor": 3, "fidelity": 4, "usefulness": 5, "n_invented_facts": 3, "justification": "Opens with 'In my work, intermediaries' capacity is concentrated in desks', which is an unsupported claim; asserts 'established that aggregate conditions comove with prices' and omits identification caveats."}}, "best": "E_no_profile", "notes": "K and S, then N, are the strongest. Outputs that attribute specific findings to the cited papers (M) lose on fidelity.", "cost_usd": 0.039548, "ok": true, "raw": null}34