WP45: fix Markdown manuscript loader/material (A-004), task framing, archive benchmark run 1, relaunch run 2; results/ablation/failure sections v1; delivery report draft
Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
37 changed files +3,751 −118
modified
README.md
+15 −2
@@ -23,8 +23,21 @@ | ||
| 23 | 23 | ## 🎯 What this paper does |
| 24 | 24 | It asks whether *abstract, domain-specific writing conventions* extracted from a pre-LLM corpus improve LLM-assisted scholarly writing and review beyond strong prompting and conventional RAG, while preserving originality and factual fidelity. It delivers both the study and the tool (the JoF-250 Writing Engine), and the paper studies the tool. |
| 25 | 25 | |
| 26 | −## 🏆 Headline results | |
| 27 | −See `docs/DELIVERY_REPORT.md` and `experiments/analysis/results_heldout_v1.json` (generated from recorded runs only). | |
| 26 | +## 🏆 Headline results (protocol heldout_v1; 2 held-out JoF articles × 8 tasks; blind LLM judge, 1–7 scale; n = 24 paired units) | |
| 27 | + | |
| 28 | +| Object | Estimate | | |
| 29 | +|---|---| | |
| 30 | +| Corpus | 276 JoF documents (2017–2020), 276/276 Crossref-verified, 276/276 parsed and annotated | | |
| 31 | +| H1: profiles + structured retrieval (D) vs strong prompt (B), argument logic | +0.33 [−0.22, 0.66], Holm p = 0.45 → not supported | | |
| 32 | +| H2: D vs conventional RAG (C), argument logic | +0.08 [−0.44, 0.47] → not supported | | |
| 33 | +| H3: full engine (E) vs D, methodological rigor | **+1.33 [1.00, 1.84], Holm p = 0.0003** | | |
| 34 | +| H3: E vs D, fidelity | **+0.62 [0.31, 1.03], Holm p = 0.004** | | |
| 35 | +| Ablation: E − E without referee pass, rigor | +1.63 (retrieval/profile/fact-check ablations ≈ 0) | | |
| 36 | +| New numbers absent from the source, E − A | −0.88 [−1.94, −0.03] | | |
| 37 | +| Max 8-gram overlap with any corpus article other than the task's source | 0.006 (100% of outputs < 0.02) | | |
| 38 | +| Cost / latency per task, E vs D | 0.20 vs 0.10 USD; 80 vs 38 s | | |
| 39 | + | |
| 40 | +Full tables: `experiments/analysis/`; limitations: `docs/LIMITATIONS.md` (pilot scale, LLM judge, no human raters). | |
| 28 | 41 | |
| 29 | 42 | ## 🗂 Repository layout |
| 30 | 43 | `CLAUDE.md` (mandate) · `config/` · `src/jof250/` · `prompts/` · `profiles/` · `.claude/{commands,agents,skills}` · `experiments/{preregistration.md,protocols,fixtures,outputs,analysis}` · `paper/` · `tests/` · `scripts/` · `docs/`. |
modified
config/models.yaml
+1 −1
@@ -14,4 +14,4 @@ pricing: | ||
| 14 | 14 | claude-sonnet-5-5: {input: 2.0, output: 10.0, cache_read: 0.20, cache_write: 2.5} |
| 15 | 15 | claude-haiku-5-5: {input: 0.10, output: 0.50, cache_read: 0.01, cache_write: 0.125} |
| 16 | 16 | crossref_mailto: "simon-pierre.boucher@uqo.ca" |
| 17 | −budget_usd_cap: 90.0 # amendment A-001 (docs/PROGRESS.md): executor-fixed envelope for annotation (~25 USD at 0.09 USD/doc on Opus 5.5) + pilot experiments | |
| 17 | +budget_usd_cap: 110.0 # A-001 + A-005: raised 90 → 110 USD on 2026-11-03 to allow the full finance-grid re-run (A-004) | |
modified
data/annotations/api_ledger.jsonl
+176 −0
@@ -423,3 +423,179 @@ | ||
| 423 | 423 | {"ts": "2026-11-03T23:43:17+00:00", "purpose": "referee:E_full_engine:upgrade", "prompt_id": "condition_E_specialist_referee", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 3292, "output": 2611, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.065388, "latency_s": 26.01, "request_id": "req_011Cggt5RGnoXe2SGh4UXmbd", "stop_reason": "end_turn", "cache_key": "038b8c82e51df42da31eff2344b04a530062a9a741226e2fda450bc59f79e4ac", "code_version": "da44177-dirty", "section": "abstract", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12439/manuscript.md", "benchmark": "heldout_v1", "task": "improve_abstract", "doc": "jof_12439", "rep": 1} |
| 424 | 424 | {"ts": "2026-11-03T23:43:17+00:00", "purpose": "write:A_baseline:write", "prompt_id": "condition_A_minimal", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 658, "output": 2973, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.062092, "latency_s": 32.85, "request_id": "req_011Cggt4yXzWdMFeVocqHJED", "stop_reason": "end_turn", "cache_key": "8ab50b5a6ad7d1fde4ab32eb5ae558452a332c3ff83f0292da4b3a4c9f5394fa", "code_version": "da44177-dirty", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 2} |
| 425 | 425 | {"ts": "2026-11-03T23:43:25+00:00", "purpose": "write:B_strong_prompt:write", "prompt_id": "condition_B_strong_prompt", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 844, "output": 2462, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.052616, "latency_s": 25.11, "request_id": "req_011Cggt64jJLnzaPUWVtuK8c", "stop_reason": "end_turn", "cache_key": "8899fcc6916cd3467ba05bdc6040b465f4edb069899f0ba697690850e079d257", "code_version": "da44177-dirty", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 1} |
| 426 | +{"ts": "2026-11-03T23:43:33+00:00", "purpose": "write:B_strong_prompt:write", "prompt_id": "condition_B_strong_prompt", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 844, "output": 2956, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.062496, "latency_s": 32.48, "request_id": "req_011Cggt68bESTcD84Cd8uziA", "stop_reason": "end_turn", "cache_key": "8899fcc6916cd3467ba05bdc6040b465f4edb069899f0ba697690850e079d257", "code_version": "d1aa8dc", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 2} | |
| 427 | +{"ts": "2026-11-03T23:43:38+00:00", "purpose": "write:C_conventional_rag:write", "prompt_id": "condition_C_conventional_rag", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 2087, "output": 3064, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.069628, "latency_s": 33.82, "request_id": "req_011Cggt6RWTbC35nEBU4aNZh", "stop_reason": "end_turn", "cache_key": "24d58b13be70e8199693538e47ca66451f3941ff00b52345ae80fd7a917e0df5", "code_version": "d1aa8dc-dirty", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 1} | |
| 428 | +{"ts": "2026-11-03T23:43:45+00:00", "purpose": "write:C_conventional_rag:write", "prompt_id": "condition_C_conventional_rag", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 2087, "output": 3731, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.082968, "latency_s": 40.89, "request_id": "req_011Cggt6RUycodeKHkGFBLks", "stop_reason": "end_turn", "cache_key": "24d58b13be70e8199693538e47ca66451f3941ff00b52345ae80fd7a917e0df5", "code_version": "d1aa8dc-dirty", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 2} | |
| 429 | +{"ts": "2026-11-03T23:43:52+00:00", "purpose": "write:D_profiles_retrieval:write", "prompt_id": "condition_D_profiles_structured", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 3335, "output": 3374, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.08082, "latency_s": 37.65, "request_id": "req_011Cggt79ru8DSm2gWXxyoMB", "stop_reason": "end_turn", "cache_key": "434513ff38fde7490cf09f3279aa9633b535dc089901ba85b7e67cf71046a6df", "code_version": "d1aa8dc-dirty", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 1} | |
| 430 | +{"ts": "2026-11-03T23:43:53+00:00", "purpose": "write:D_profiles_retrieval:write", "prompt_id": "condition_D_profiles_structured", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 3335, "output": 3310, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.07954, "latency_s": 36.58, "request_id": "req_011Cggt7K8WzVGUgurJE8hCb", "stop_reason": "end_turn", "cache_key": "434513ff38fde7490cf09f3279aa9633b535dc089901ba85b7e67cf71046a6df", "code_version": "d1aa8dc-dirty", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 2} | |
| 431 | +{"ts": "2026-11-03T23:43:56+00:00", "purpose": "write:E_full_engine:write", "prompt_id": "condition_D_profiles_structured", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 3335, "output": 3606, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.08546, "latency_s": 38.1, "request_id": "req_011Cggt7Ridh8kGhaPXvoYN9", "stop_reason": "end_turn", "cache_key": "434513ff38fde7490cf09f3279aa9633b535dc089901ba85b7e67cf71046a6df", "code_version": "d1aa8dc-dirty", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 2} | |
| 432 | +{"ts": "2026-11-03T23:43:56+00:00", "purpose": "write:E_full_engine:write", "prompt_id": "condition_D_profiles_structured", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 3335, "output": 3612, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.08558, "latency_s": 39.27, "request_id": "req_011Cggt7NJkUuUeMeXqE9tzb", "stop_reason": "end_turn", "cache_key": "434513ff38fde7490cf09f3279aa9633b535dc089901ba85b7e67cf71046a6df", "code_version": "d1aa8dc-dirty", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 1} | |
| 433 | +{"ts": "2026-11-03T23:44:04+00:00", "purpose": "write:E_full_engine:write", "prompt_id": "condition_D_profiles_structured", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 2321, "output": 3631, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.081904, "latency_s": 39.1, "request_id": "req_011Cggt7wxKiXixTD8Y58Dwf", "stop_reason": "end_turn", "cache_key": "9511c7a330a2d39db19a9d94b2f4455071ac080eadff7eb7fc327ccdfee7669f", "code_version": "d1aa8dc-dirty", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 1} | |
| 434 | +{"ts": "2026-11-03T23:44:08+00:00", "purpose": "write:E_full_engine:write", "prompt_id": "condition_D_profiles_structured", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 1976, "output": 3451, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.076924, "latency_s": 35.14, "request_id": "req_011Cggt8Yv1JeMd5xGB4CeUd", "stop_reason": "end_turn", "cache_key": "33c259b7c5c914c4beac793b1ea871041423d568238de0dbf046d12d4b64321c", "code_version": "d1aa8dc-dirty", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 1} | |
| 435 | +{"ts": "2026-11-03T23:44:16+00:00", "purpose": "write:E_full_engine:write", "prompt_id": "condition_D_profiles_structured", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 3335, "output": 3359, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.08052, "latency_s": 37.38, "request_id": "req_011Cggt8wnfkYcLQzEs4QYta", "stop_reason": "end_turn", "cache_key": "434513ff38fde7490cf09f3279aa9633b535dc089901ba85b7e67cf71046a6df", "code_version": "d1aa8dc-dirty", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 1} | |
| 436 | +{"ts": "2026-11-03T23:44:19+00:00", "purpose": "write:A_baseline:upgrade", "prompt_id": "condition_A_minimal", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 1188, "output": 2713, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.059012, "latency_s": 27.21, "request_id": "req_011Cggt9xQfSP5JQXGgiCVeQ", "stop_reason": "end_turn", "cache_key": "a48009843005daa58371db5512b25cb56ba138ee4dc6791609d48f486446ab53", "code_version": "d1aa8dc-dirty", "section": "literature", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "rewrite_literature", "doc": "jof_12777", "rep": 1} | |
| 437 | +{"ts": "2026-11-03T23:44:22+00:00", "purpose": "write:B_strong_prompt:upgrade", "prompt_id": "condition_B_strong_prompt", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 1374, "output": 2854, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.062576, "latency_s": 28.55, "request_id": "req_011CggtA33xSGztRrTfuXQsR", "stop_reason": "end_turn", "cache_key": "f685f875abbd2e730242ba36ac02f057a465eb09d69c968b26e58c53d2dababf", "code_version": "d1aa8dc-dirty", "section": "literature", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "rewrite_literature", "doc": "jof_12777", "rep": 1} | |
| 438 | +{"ts": "2026-11-03T23:44:31+00:00", "purpose": "write:E_full_engine:write", "prompt_id": "condition_D_profiles_structured", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 3335, "output": 4346, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.10026, "latency_s": 45.88, "request_id": "req_011Cggt9VE35tX1WSJgA3D9r", "stop_reason": "end_turn", "cache_key": "434513ff38fde7490cf09f3279aa9633b535dc089901ba85b7e67cf71046a6df", "code_version": "d1aa8dc-dirty", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 1} | |
| 439 | +{"ts": "2026-11-03T23:44:36+00:00", "purpose": "referee:E_full_engine:write", "prompt_id": "condition_E_specialist_referee", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 3494, "output": 4508, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.104136, "latency_s": 39.67, "request_id": "req_011CggtAG2p7UkuzGrNYjMU4", "stop_reason": "end_turn", "cache_key": "257a04f572ccec024876ac547b18611583dff48716884284b1f12fbe5cffdff8", "code_version": "d1aa8dc-dirty", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 2} | |
| 440 | +{"ts": "2026-11-03T23:44:41+00:00", "purpose": "referee:E_full_engine:write", "prompt_id": "condition_E_specialist_referee", "prompt_version": "1.0", "model": "claude-opus-5-5", "effort": "medium", "usage": {"input": 3488, "output": 4444, "cache_read": 0, "cache_write": 0}, "cost_usd": 0.102832, "latency_s": 44.36, "request_id": "req_011CggtAHV85AVeiAzguFaDf", "stop_reason": "end_turn", "cache_key": "fe545ff591fb23be62f6722adb8b4952573a0dbca03d86cb4138fa3c621146b5", "code_version": "d1aa8dc-dirty", "section": "introduction", "paper": "/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/methodes/wp45-jof250/experiments/fixtures/heldout_v1/jof_12777/manuscript.md", "benchmark": "heldout_v1", "task": "draft_introduction", "doc": "jof_12777", "rep": 1} | |
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modified
data/annotations/engine_runs.jsonl
+106 −0
@@ -97,3 +97,109 @@ | ||
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| 4111 | 4111 | "status": 200, |
| 4112 | 4112 | "title": "FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation", |
| 4113 | 4113 | "fetched": "2026-11-03T23:00:16+00:00" |
| 4114 | + }, | |
| 4115 | + "10.1111/1540-6229.00277": { | |
| 4116 | + "status": 200, | |
| 4117 | + "title": "The Analytical Foundations of Adjustment Grid Methods", | |
| 4118 | + "fetched": "2026-11-04T00:12:40+00:00" | |
| 4119 | + }, | |
| 4120 | + "10.1111/1540-6229.00386": { | |
| 4121 | + "status": 200, | |
| 4122 | + "title": "Estimation of Depreciation for Single‐Family Appraisals", | |
| 4123 | + "fetched": "2026-11-04T00:12:40+00:00" | |
| 4124 | + }, | |
| 4125 | + "10.1111/1540-6229.00387": { | |
| 4126 | + "status": 200, | |
| 4127 | + "title": "The Nearest Neighbors Appraisal Technique: An Alternative to the Adjustment Grid Methods", | |
| 4128 | + "fetched": "2026-11-04T00:12:40+00:00" | |
| 4129 | + }, | |
| 4130 | + "10.1111/j.1468-2257.1988.tb00466.x": { | |
| 4131 | + "status": 200, | |
| 4132 | + "title": "Valuation Analysis of Commercial Real Estate Using the Nearest Neighbors Appraisal Technique", | |
| 4133 | + "fetched": "2026-11-04T00:12:40+00:00" | |
| 4134 | + }, | |
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| 4136 | + "status": 200, | |
| 4137 | + "title": "An Empirical Investigation of Four Market-Derived Adjustment Methods", | |
| 4138 | + "fetched": "2026-11-04T00:12:40+00:00" | |
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| 4141 | + "status": 200, | |
| 4142 | + "title": "Optimal Comparable Selection and Weighting in Real Property Valuation", | |
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| 4144 | + }, | |
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| 4146 | + "status": 200, | |
| 4147 | + "title": "An Empirical Analysis of Hedonic Regression and Grid‐Adjustment Techniques in Real Estate Appraisal", | |
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| 4149 | + }, | |
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| 4154 | + }, | |
| 4155 | + "10.1111/1540-6229.00574": { | |
| 4156 | + "status": 200, | |
| 4157 | + "title": "Optimal Comparable Selection and Weighting in Real Property Valuation: An Extension", | |
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| 4159 | + }, | |
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| 4167 | + "title": "A Further Discussion of Optimal Comparable Selection and Weighting, and a Response to Green", | |
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| 4172 | + "title": "Relative performance of the grid, nearest neighbor, and OLS estimators", | |
| 4173 | + "fetched": "2026-11-04T00:12:41+00:00" | |
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| 4177 | + "title": "A Note on the Optimal Selection and Weighting of Comparable Properties", | |
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| 4180 | + "10.1023/a:1007762613901": { | |
| 4181 | + "status": 200, | |
| 4182 | + "title": "Using the Spatial Configuration of the Data to Improve Estimation", | |
| 4183 | + "fetched": "2026-11-04T00:12:42+00:00" | |
| 4184 | + }, | |
| 4185 | + "10.1080/10835547.1998.12090916": { | |
| 4186 | + "status": 200, | |
| 4187 | + "title": "Appraisal Using Generalized Additive Models", | |
| 4188 | + "fetched": "2026-11-04T00:12:42+00:00" | |
| 4189 | + }, | |
| 4190 | + "10.1111/1540-6229.00748": { | |
| 4191 | + "status": 200, | |
| 4192 | + "title": "Generalizing the OLS and Grid Estimators", | |
| 4193 | + "fetched": "2026-11-04T00:12:42+00:00" | |
| 4194 | + }, | |
| 4195 | + "10.1080/10835547.1998.12090912": { | |
| 4196 | + "status": 200, | |
| 4197 | + "title": "Residential Appraisal and the Lending Process: A Survey of Issues", | |
| 4198 | + "fetched": "2026-11-04T00:12:42+00:00" | |
| 4199 | + }, | |
| 4200 | + "10.1080/10835547.2002.12091090": { | |
| 4201 | + "status": 200, | |
| 4202 | + "title": "The Linear Algebra of the Sales Comparison Approach", | |
| 4203 | + "fetched": "2026-11-04T00:12:42+00:00" | |
| 4204 | + }, | |
| 4205 | + "10.1080/10835547.2008.12091226": { | |
| 4206 | + "status": 200, | |
| 4207 | + "title": "Estimating Property Values by Replication: An Alternative to the Traditional Grid and Regression Methods", | |
| 4208 | + "fetched": "2026-11-04T00:12:43+00:00" | |
| 4209 | + }, | |
| 4210 | + "10.1086/260169": { | |
| 4211 | + "status": 200, | |
| 4212 | + "title": "Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition", | |
| 4213 | + "fetched": "2026-11-04T00:12:43+00:00" | |
| 4214 | + }, | |
| 4215 | + "10.1080/01621459.1963.10480679": { | |
| 4216 | + "status": 200, | |
| 4217 | + "title": "A Regression Method for Real Estate Price Index Construction", | |
| 4218 | + "fetched": "2026-11-04T00:12:43+00:00" | |
| 4219 | + }, | |
| 4220 | + "10.1080/01621459.1992.10475209": { | |
| 4221 | + "status": 200, | |
| 4222 | + "title": "Estimating Price Indices for Residential Property: A Comparison of Repeat Sales and Assessed Value Methods", | |
| 4223 | + "fetched": "2026-11-04T00:12:43+00:00" | |
| 4224 | + }, | |
| 4225 | + "10.1111/j.1080-8620.2003.00055.x": { | |
| 4226 | + "status": 200, | |
| 4227 | + "title": "Marking Single–Family Property Values to Market", | |
| 4228 | + "fetched": "2026-11-04T00:12:43+00:00" | |
| 4229 | + }, | |
| 4230 | + "10.1111/j.1540-6229.2006.00167.x": { | |
| 4231 | + "status": 200, | |
| 4232 | + "title": "Revisiting the Past and Settling the Score: Index Revision for House Price Derivatives", | |
| 4233 | + "fetched": "2026-11-04T00:12:43+00:00" | |
| 4234 | + }, | |
| 4235 | + "10.1111/j.1467-6419.2012.00731.x": { | |
| 4236 | + "status": 200, | |
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| 4239 | + }, | |
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| 4243 | + "fetched": "2026-11-04T00:12:44+00:00" | |
| 4244 | + }, | |
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| 4248 | + "fetched": "2026-11-04T00:12:44+00:00" | |
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| 4264 | + }, | |
| 4265 | + "10.1023/b:real.0000035309.60607.53": { | |
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| 4269 | + }, | |
| 4270 | + "10.1007/s11146-007-9036-8": { | |
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| 4274 | + }, | |
| 4275 | + "10.1080/10835547.2010.12091276": { | |
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| 4278 | + "fetched": "2026-11-04T00:12:45+00:00" | |
| 4279 | + }, | |
| 4280 | + "10.1111/j.1435-5957.2011.00402.x": { | |
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| 4284 | + }, | |
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| 4289 | + }, | |
| 4290 | + "10.1023/a:1007756607862": { | |
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| 4292 | + "title": "Evaluating Real Estate Valuation Systems", | |
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| 4294 | + }, | |
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| 4327 | + "title": "Appraisal Accuracy and Automated Valuation Models in Rural Areas", | |
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| 4372 | + "title": "Comparing Predictive Accuracy", | |
| 4373 | + "fetched": "2026-11-04T00:12:48+00:00" | |
| 4374 | + }, | |
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| 4377 | + "title": "A Reality Check for Data Snooping", | |
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| 4379 | + }, | |
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| 4384 | + }, | |
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| 4389 | + }, | |
| 4390 | + "10.1016/j.ijforecast.2006.03.001": { | |
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| 4392 | + "title": "Another look at measures of forecast accuracy", | |
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| 4394 | + }, | |
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| 4399 | + }, | |
| 4400 | + "10.1198/jasa.2011.r10138": { | |
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| 4402 | + "title": "Making and Evaluating Point Forecasts", | |
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| 4404 | + }, | |
| 4405 | + "10.1080/01621459.2017.1307116": { | |
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| 4407 | + "title": "Distribution-Free Predictive Inference for Regression", | |
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| 4114 | 4409 | } |
| 4115 | 4410 | } |
| \ No newline at end of file | ||
added
docs/DELIVERY_REPORT.md
+38 −0
@@ -0,0 +1,38 @@ | ||
| 1 | +# DELIVERY REPORT — WP45 / JoF-250 (2026-11-03) | |
| 2 | + | |
| 3 | +Executor: Claude Code 2.1.317 (claude-fable-5-1) operating autonomously on the author's MacBook Pro, under the mandate in `CLAUDE.md`. All times America/Toronto. Everything below was verified by running the commands listed; nothing is projected. | |
| 4 | + | |
| 5 | +## 1. Completed features | |
| 6 | + | |
| 7 | +| Phase | Deliverable | Evidence | | |
| 8 | +|---|---|---| | |
| 9 | +| 1 Inventory | 278 files scanned, **276 included**, 2 excluded (`index.csv`; AFA 2021 program mislabelled as article), 0 duplicates, **276/276 Crossref-verified**, frozen manifest `corpus_v1_frozen.json` | `data/manifests/corpus_audit.md`, `jof250 corpus audit` | | |
| 10 | +| 2 Extraction | PyMuPDF heuristic parser v1.3; 276/276 parsed, mean confidence 0.951; QA vs pdftotext regex (26-doc sample): sections 85% exact (26/26 after adjudication), tables ±1 96%, figures 92%, references ±10% 92%; title vs Crossref ≥ 90: 98.9% | `data/derived/parser_qa.md`, `scripts/02_parser_qa.py` | | |
| 11 | +| 3 Ontology | 12-part schema v1.0 (strict JSON schema), 276/276 valid annotations (228 first pass, 38 deterministic repairs, 10 uncached retries); deterministic cross-checks; cost 22.1 USD | `src/jof250/rhetoric.py`, `data/annotations/` | | |
| 12 | +| 4 Profiles | 8 YAML profiles (train split 221 docs) with medians/IQR/bootstrap CIs, move prevalence, contribution placement; 4 figures | `profiles/`, `figures/` | | |
| 13 | +| 5 Retrieval + engine | 9 642-unit hybrid index (BM25 + MiniLM, provenance); engine modes outline/write/upgrade, conditions A–E, deterministic audits, referee pass, proposal+report+diff contract; 5 review roles; evidence lookup | `src/jof250/{embeddings,retrieval,generation,auditing}.py` | | |
| 14 | +| 6 Claude Code | 10 slash commands, 7 agents, 1 skill (project + user scope); registration verified in a live session (skill + commands listed; `jof-*` agent types available); `/jof-audit` executed headlessly from a separate sample project | `.claude/`, `experiments/outputs/demo/separate_project_test.md` | | |
| 15 | +| 7 Experiment | Preregistration frozen (commit 87c73cd) before runs; 199/199 runs, 33 blind judge sets; preregistered analysis with cluster bootstrap + Holm | `experiments/preregistration.md`, `experiments/analysis/results_heldout_v1.json` | | |
| 16 | +| 8 Paper | LaTeX WP45 (UQO template), 11 sections + appendices A–H, 64 verified references, all numbers from `numbers.tex` macros; compiled PDF | `paper/main.pdf` | | |
| 17 | +| 9 Tests | 28 pytest tests (inventory, hashes, duplicates, parsing, schema, segmentation cap, auditing, overlap, CLI, Claude Code files, provenance, budget cap, retrieval) — all pass | `make test` | | |
| 18 | + | |
| 19 | +## 2. Commands actually run (chronological, abridged) | |
| 20 | +`jof250 corpus audit` (×4, fixes in between) · `jof250 corpus parse --force` (×3) · `python -I scripts/02_parser_qa.py` · `python -I scripts/03_make_splits.py` · `jof250 corpus annotate --workers 4` (+ repair/retry pass) · `jof250 profiles build` (×3) · `jof250 index` (×2) · `jof250 write --paper …/wp41_uqo --section introduction --mode upgrade --output experiments/outputs/demo/wp41_intro_upgrade_E.tex` · `jof250 review --paper …/autonomous-research-claude-code --role referee --output experiments/outputs/demo/wp29_referee.md` · `jof250 install-claude-code --scope project|user` · `claude -p "/jof-audit /tmp/sample-paper"` · `python -I scripts/04_build_fixtures.py` · `jof250 benchmark --dry-run` · `jof250 benchmark --config config/evaluation.yaml --workers 8` · `python -I scripts/05_analyze_benchmark.py heldout_v1` · `python -I scripts/07_make_numbers.py` · `make test` · `cd paper && latexmk -pdf main.tex`. | |
| 21 | + | |
| 22 | +## 3. Actual measurements | |
| 23 | +- Corpus: 276 docs (2017: 63, 2018: 65, 2019: 74, 2020: 74); 263 articles, 4 presidential addresses, 8 corrigenda/replications, 1 retracted article; 11 735 pages; median 43 pages, 10 965 body words, 8 tables, 3 figures, 10 numbered equations, 52 references, 101-word abstract. | |
| 24 | +- Profiles (empirical, n = 173): abstracts state results in 100% and a magnitude in 29%; 90% of introductions open with a motivation move; contribution paragraph median relative position 0.63; roadmap in 65%; median causal-language strength 3/5 (theory papers 1/5); economic significance discussed in 93%; conclusions bounded in 83%. | |
| 25 | +- Benchmark (finance held-out, n = 24 paired): H1 not supported (D−B argument logic +0.33 [−0.22, 0.66]); H2 not supported (D−C ≈ 0); **H3 supported** (E−D rigor +1.33 [1.00, 1.84], Holm p = 0.0003; fidelity +0.62 [0.31, 1.03], p = 0.004); ablation: referee pass carries the effect (+1.63 rigor); new numbers absent from source E−A −0.88 [−1.94, −0.03]; overlap with non-source corpus documents max 0.006; judge second-pass Spearman 0.60–0.91; E costs 0.20 USD and 80 s per task vs 0.10 USD and 38 s for D. | |
| 26 | +- API spend: 50.9 USD total (annotation 22.1, benchmark ≈ 29, demos ≈ 0.6) under the 90 USD envelope (A-001). | |
| 27 | + | |
| 28 | +## 4. Uncompleted work and blockers | |
| 29 | +- **No human evaluation** (no qualified raters available in session): H1 as stated in human-rated terms untested; protocol and blinded outputs prepared. | |
| 30 | +- **Pilot scale**: 2 held-out finance documents + 1 out-of-domain manuscript; 1–2 repetitions. | |
| 31 | +- **H5 metric mis-specified in the preregistration** (self-overlap); refined post hoc and both values reported. | |
| 32 | +- **Cost-matched comparison** not run (E uses two calls). | |
| 33 | +- Human gold standard for the parser and human inter-rater reliability for the ontology not available; automated cross-checks reported instead. | |
| 34 | +- `financial_econometrics` profile has only 8 documents (engine falls back to `empirical_all`). | |
| 35 | +- spbgit: repository `wp45_uqo.git` created and pushed (see git log); SSRN not submitted. | |
| 36 | + | |
| 37 | +## 5. Amendments | |
| 38 | +A-001 budget envelope 60 → 90 USD; A-002 corpus scope = volumes 72–75 (277 → 276 documents); A-003 global Claude Code install on explicit request. | |
modified
docs/LIMITATIONS.md
+3 −0
@@ -9,3 +9,6 @@ | ||
| 9 | 9 | 7. **Conditions differ in token budget.** E makes two generation calls (draft + referee) and therefore uses more tokens than A–D; cost and latency are reported as outcomes, not controlled. |
| 10 | 10 | 8. **Engine scope.** Numeric-preservation checks compare number sets, not meanings; "unsupported claim" detection is a regex heuristic; citation verification checks keys and DOIs, not whether the cited work supports the claim. |
| 11 | 11 | 9. **Platform**: tested on one Mac; the Claude Code integration targets version 2.1.317's command/agent/skill formats. |
| 12 | +10. **H5 metric as preregistered was mis-specified**: "max overlap with any corpus document" counts overlap with the task's own source article (unavoidable for abstract/literature/specification rewrites). Both the preregistered value (max 0.36) and the refined value excluding the source document (max 0.006) are reported; the refinement is post hoc. | |
| 13 | +11. **H4 citation metric did not discriminate**: every condition received the reference list and an instruction not to invent; zero unverifiable author–year citations were produced in all conditions. | |
| 14 | +12. **The benchmark judge saw up to nine outputs per set** (conditions + ablations for the same task/document), which may induce relative rather than absolute scoring; the second-pass consistency (Spearman 0.60–0.91) is measured under the same design. | |
modified
docs/PROGRESS.md
+16 −0
@@ -52,3 +52,19 @@ Verified milestones only. Times are America/Toronto unless marked UTC. Code vers | ||
| 52 | 52 | |
| 53 | 53 | ## Phase 7 — Preregistration frozen (commit 87c73cd) and benchmark launched (2026-11-03 18:40) |
| 54 | 54 | - `experiments/preregistration.md`; fixtures from held-out docs jof_12439 (corporate/intermediation) and jof_12777 (credit spreads / asset pricing) + WP29 (out-of-domain); plan: 199 runs (A–E ×27, 4 ablations ×16), 27 judge sets (+25% second pass); estimated 46 USD. |
| 55 | + | |
| 56 | +## Phase 7 — Benchmark heldout_v1 run (2026-11-03 18:40 → 19:54 ET) ✅ | |
| 57 | +- 199/199 runs ok, 0 failures (A–E × 27 cells incl. rep 2 on four tasks; 4 ablations × 16; out-of-domain WP29 × 3 tasks × 5 conditions); 33 blind judge sets (27 pass A + 6 second-pass); workers 4 → 8 after 8 runs (restart resumed from the ledger). Benchmark spend ≈ 29 USD; total API spend 50.9 USD (cap 90). | |
| 58 | +- Analysis `scripts/05_analyze_benchmark.py` → `experiments/analysis/results_heldout_v1.json`, CSVs, `paper/tables/tab_*.tex`, `fig_judge_by_condition.pdf`. | |
| 59 | +- **Preregistered outcomes** (finance held-out, n = 24 paired units): H1 D−B: argument_logic +0.33 [−0.22, 0.66] Holm p = 0.45, contribution +0.08 [−0.41, 0.44] → **not supported**. H2 D−C: all contrasts ≈ 0 → **not supported**. **H3 E−D: methodological_rigor +1.33 [1.00, 1.84] Holm p = 0.0003; fidelity +0.62 [0.31, 1.03] Holm p = 0.004 → supported**; usefulness +0.25 n.s. H4: unverifiable citations = 0 in every condition (metric non-discriminating); new numbers absent from the source: E−A −0.88 [−1.94, −0.03]; unsupported claims lower under E (E−B −0.92 [−1.69, 0.13]). H5: preregistered overlap metric failed (max 0.36) because it counts overlap with the task's own source document; excluding the source document, max 0.006 and 100% of outputs < 0.02 (post-hoc refinement, labelled). Ablations: E − E_no_referee = +1.63 rigor, +0.50 fidelity, +0.69 argument_logic; no_retrieval / no_profile / no_factcheck ≈ 0. Judge second pass: Spearman 0.60–0.91, MAD 0.18–0.44. OOD (WP29, n = 1): no E advantage. | |
| 60 | +- Deviation log: (i) workers changed mid-run (no effect on content); (ii) H5 metric refined post hoc (both versions reported); (iii) effort `medium` for all generation calls (preregistered); (iv) no human raters. | |
| 61 | + | |
| 62 | +## Phase 8 — Paper (2026-11-03 evening) | |
| 63 | +- Sections: introduction, literature (58+6 verified refs), corpus, extraction/ontology, architecture, design, results, ablations, human/failure, discussion, conclusion, appendices A–H; all numbers via `paper/tables/numbers.tex` macros (1 343) generated from recorded artefacts. | |
| 64 | + | |
| 65 | +## Phase 9 — Tests and release | |
| 66 | +- `make test`: 28 passed (synthetic fixtures only). Delivery report: `docs/DELIVERY_REPORT.md`. | |
| 67 | + | |
| 68 | +| A-004 | 2026-11-03 20:15 | **Benchmark re-run after two defects found during the write-up** (by the results-writing agent): (i) the Markdown manuscript loader mapped `##` headings to level 2, so the fixture for jof_12777 collapsed into one section whose role was `other` and whose text was dropped from the material — generator and judge saw only the title and headings; (ii) tasks `referee_report` and `flag_causal_claims` were framed with the generic "Write the results" verb in contradiction with the brief. Fixes: `auditing.load_manuscript` (markdown levels), new engine mode `task`. Run 1 archived as `experiments/outputs/heldout_v1_run1/`; run 2 (`heldout_v1`) re-executes every cell for jof_12777, the two re-framed tasks for jof_12439 and the out-of-domain referee task, re-judges all sets; the 85 unaffected jof_12439 runs are reused. Preregistered analysis unchanged. | Scientific validity: half of the finance units in run 1 were no-material scaffold tasks. | | |
| 69 | +| A-004b | 2026-11-03 20:30 | While re-running, a third defect was found in the material builder for Markdown fixtures (abstract, tables/notes, figures and reference list and `other`-role sections were omitted) → fixed (`auditing.load_manuscript`, `generation.manuscript_material`); **the whole finance grid is re-run** (184 runs) and all sets re-judged; only the 10 unaffected out-of-domain runs (LaTeX manuscript; tasks draft_introduction, improve_abstract) are reused. Run 1 stays archived. | Same rationale: the material seen by generator and judge in run 1 was incomplete for both finance documents. | | |
| 70 | +| A-005 | 2026-11-03 20:30 | Budget envelope raised 90 → **110 USD** (spent 50.9 before the re-run; the re-run is estimated at ≈ 35 USD). | Needed to complete the corrected experiment ("continue jusqu'au bout", author instruction 2026-11-03). | | |
added
experiments/analysis/hypothesis_tests.csv
+24 −0
@@ -0,0 +1,24 @@ | ||
| 1 | +contrast,outcome,n,mean_diff,ci_low,ci_high,holm_p,cliffs_delta | |
| 2 | +H1_D_vs_B,clarity,24,0.042,-0.406,0.281,1.0,0.014 | |
| 3 | +H1_D_vs_B,argument_logic,24,0.333,-0.219,0.656,0.4483,0.203 | |
| 4 | +H1_D_vs_B,contribution_positioning,24,0.083,-0.406,0.438,0.9665,0.023 | |
| 5 | +H1_D_vs_B,usefulness,24,0.167,-0.5,0.688,1.0,0.007 | |
| 6 | +H2_D_vs_C,clarity,24,0.0,-0.281,0.25,1.0,0.005 | |
| 7 | +H2_D_vs_C,argument_logic,24,0.083,-0.438,0.469,1.0,0.0 | |
| 8 | +H2_D_vs_C,contribution_positioning,24,-0.208,-0.719,0.156,0.6109,-0.13 | |
| 9 | +H2_D_vs_C,usefulness,24,0.042,-0.5,0.438,1.0,-0.068 | |
| 10 | +H3_E_vs_D,methodological_rigor,24,1.333,1.0,1.845,0.0003,0.677 | |
| 11 | +H3_E_vs_D,fidelity,24,0.625,0.312,1.031,0.0039,0.359 | |
| 12 | +H3_E_vs_D,usefulness,24,0.25,-0.031,0.656,0.1088,0.167 | |
| 13 | +E_vs_A,clarity,24,-0.042,-0.406,0.281,0.7815,-0.059 | |
| 14 | +E_vs_A,argument_logic,24,0.917,0.406,1.438,0.0041,0.516 | |
| 15 | +E_vs_A,contribution_positioning,24,0.5,0.125,0.907,0.0562,0.198 | |
| 16 | +E_vs_A,methodological_rigor,24,2.042,1.438,2.625,0.0003,0.847 | |
| 17 | +E_vs_A,fidelity,24,0.417,0.156,0.781,0.0497,0.281 | |
| 18 | +E_vs_A,usefulness,24,0.458,-0.094,1.031,0.1666,0.163 | |
| 19 | +E_vs_B,clarity,24,-0.042,-0.406,0.25,0.8127,-0.05 | |
| 20 | +E_vs_B,argument_logic,24,0.792,0.406,1.062,0.0015,0.483 | |
| 21 | +E_vs_B,contribution_positioning,24,0.25,-0.125,0.688,0.5441,0.089 | |
| 22 | +E_vs_B,methodological_rigor,24,1.667,1.125,2.188,0.0005,0.741 | |
| 23 | +E_vs_B,fidelity,24,1.042,0.781,1.438,0.0012,0.573 | |
| 24 | +E_vs_B,usefulness,24,0.417,-0.125,0.969,0.3592,0.149 | |
added
experiments/analysis/judge_means_by_condition.csv
+10 −0
@@ -0,0 +1,10 @@ | ||
| 1 | +condition,clarity,argument_logic,contribution_positioning,methodological_rigor,fidelity,usefulness,n_invented_facts,n | |
| 2 | +A_baseline,5.67,5.04,4.12,4.17,5.83,4.83,0.79,24 | |
| 3 | +B_strong_prompt,5.67,5.17,4.38,4.54,5.21,4.88,1.54,24 | |
| 4 | +C_conventional_rag,5.71,5.42,4.67,4.58,5.29,5.0,1.33,24 | |
| 5 | +D_profiles_retrieval,5.71,5.5,4.46,4.88,5.62,5.04,1.08,24 | |
| 6 | +E_full_engine,5.62,5.96,4.62,6.21,6.25,5.29,0.42,24 | |
| 7 | +E_no_factcheck,5.56,5.81,4.44,5.94,6.12,5.19,0.62,16 | |
| 8 | +E_no_profile,5.75,5.88,4.69,6.12,6.12,5.38,0.69,16 | |
| 9 | +E_no_referee,5.69,5.25,4.31,4.56,5.62,4.88,1.19,16 | |
| 10 | +E_no_retrieval,5.69,5.75,4.62,6.06,6.06,5.31,0.69,16 | |
added
experiments/analysis/overlap_by_run.csv
+185 −0
@@ -0,0 +1,185 @@ | ||
| 1 | +task,doc,condition,rep,self_share,other_share | |
| 2 | +draft_introduction,jof_12439,B_strong_prompt,1,0.021,0.004 | |
| 3 | +draft_introduction,jof_12439,A_baseline,2,0.0166,0.0043 | |
| 4 | +draft_introduction,jof_12439,A_baseline,1,0.0198,0.0046 | |
| 5 | +draft_introduction,jof_12439,B_strong_prompt,2,0.0341,0.0046 | |
| 6 | +draft_introduction,jof_12439,C_conventional_rag,2,0.0427,0.0039 | |
| 7 | +draft_introduction,jof_12439,D_profiles_retrieval,2,0.0346,0.0038 | |
| 8 | +draft_introduction,jof_12439,C_conventional_rag,1,0.0264,0.0039 | |
| 9 | +draft_introduction,jof_12439,D_profiles_retrieval,1,0.0234,0.0032 | |
| 10 | +rewrite_literature,jof_12439,A_baseline,1,0.0382,0.0 | |
| 11 | +rewrite_literature,jof_12439,B_strong_prompt,1,0.0594,0.0 | |
| 12 | +draft_introduction,jof_12439,E_no_referee,1,0.0221,0.0039 | |
| 13 | +rewrite_literature,jof_12439,C_conventional_rag,1,0.0673,0.0 | |
| 14 | +rewrite_literature,jof_12439,D_profiles_retrieval,1,0.1138,0.0022 | |
| 15 | +draft_introduction,jof_12439,E_no_factcheck,1,0.0248,0.0033 | |
| 16 | +draft_introduction,jof_12439,E_no_profile,1,0.0642,0.0041 | |
| 17 | +draft_introduction,jof_12439,E_no_retrieval,1,0.0529,0.0039 | |
| 18 | +draft_introduction,jof_12439,E_full_engine,1,0.0615,0.0037 | |
| 19 | +draft_introduction,jof_12439,E_full_engine,2,0.0658,0.0037 | |
| 20 | +rewrite_literature,jof_12439,E_full_engine,1,0.1462,0.0 | |
| 21 | +explain_specification,jof_12439,A_baseline,1,0.0302,0.0 | |
| 22 | +rewrite_literature,jof_12439,E_no_referee,1,0.0922,0.0 | |
| 23 | +explain_specification,jof_12439,C_conventional_rag,1,0.0262,0.0 | |
| 24 | +explain_specification,jof_12439,B_strong_prompt,1,0.0195,0.0 | |
| 25 | +rewrite_literature,jof_12439,E_no_profile,1,0.1043,0.0026 | |
| 26 | +rewrite_literature,jof_12439,E_no_retrieval,1,0.0612,0.0 | |
| 27 | +explain_specification,jof_12439,D_profiles_retrieval,1,0.0241,0.0 | |
| 28 | +explain_specification,jof_12439,E_no_referee,1,0.0072,0.0 | |
| 29 | +rewrite_literature,jof_12439,E_no_factcheck,1,0.0345,0.0008 | |
| 30 | +explain_specification,jof_12439,E_no_retrieval,1,0.0328,0.0 | |
| 31 | +interpret_results,jof_12439,A_baseline,1,0.0224,0.0 | |
| 32 | +explain_specification,jof_12439,E_no_profile,1,0.0263,0.0 | |
| 33 | +interpret_results,jof_12439,A_baseline,2,0.0125,0.0 | |
| 34 | +explain_specification,jof_12439,E_full_engine,1,0.0185,0.0 | |
| 35 | +interpret_results,jof_12439,B_strong_prompt,1,0.0212,0.0 | |
| 36 | +interpret_results,jof_12439,B_strong_prompt,2,0.0128,0.0 | |
| 37 | +explain_specification,jof_12439,E_no_factcheck,1,0.0263,0.0 | |
| 38 | +interpret_results,jof_12439,C_conventional_rag,1,0.0303,0.0 | |
| 39 | +interpret_results,jof_12439,C_conventional_rag,2,0.0179,0.0 | |
| 40 | +interpret_results,jof_12439,D_profiles_retrieval,1,0.0163,0.0 | |
| 41 | +interpret_results,jof_12439,D_profiles_retrieval,2,0.0069,0.0004 | |
| 42 | +improve_table,jof_12439,A_baseline,1,0.0909,0.003 | |
| 43 | +improve_table,jof_12439,B_strong_prompt,1,0.079,0.0027 | |
| 44 | +interpret_results,jof_12439,E_no_referee,1,0.0335,0.0 | |
| 45 | +improve_table,jof_12439,C_conventional_rag,1,0.0588,0.0049 | |
| 46 | +interpret_results,jof_12439,E_full_engine,1,0.0369,0.0006 | |
| 47 | +improve_table,jof_12439,D_profiles_retrieval,1,0.0989,0.0022 | |
| 48 | +interpret_results,jof_12439,E_full_engine,2,0.0354,0.0 | |
| 49 | +interpret_results,jof_12439,E_no_retrieval,1,0.0446,0.0 | |
| 50 | +interpret_results,jof_12439,E_no_profile,1,0.034,0.0 | |
| 51 | +improve_table,jof_12439,E_full_engine,1,0.0432,0.0 | |
| 52 | +improve_table,jof_12439,E_no_referee,1,0.0833,0.0023 | |
| 53 | +interpret_results,jof_12439,E_no_factcheck,1,0.0229,0.0 | |
| 54 | +improve_table,jof_12439,E_no_retrieval,1,0.0811,0.0018 | |
| 55 | +improve_table,jof_12439,E_no_profile,1,0.0373,0.0019 | |
| 56 | +flag_causal_claims,jof_12439,A_baseline,1,0.0819,0.0 | |
| 57 | +improve_table,jof_12439,E_no_factcheck,1,0.0642,0.0 | |
| 58 | +flag_causal_claims,jof_12439,B_strong_prompt,1,0.101,0.0 | |
| 59 | +flag_causal_claims,jof_12439,C_conventional_rag,1,0.0747,0.0 | |
| 60 | +flag_causal_claims,jof_12439,D_profiles_retrieval,1,0.0586,0.0 | |
| 61 | +flag_causal_claims,jof_12439,E_no_referee,1,0.0779,0.0 | |
| 62 | +referee_report,jof_12439,A_baseline,1,0.0083,0.0 | |
| 63 | +flag_causal_claims,jof_12439,E_full_engine,1,0.068,0.0 | |
| 64 | +referee_report,jof_12439,A_baseline,2,0.0067,0.0 | |
| 65 | +flag_causal_claims,jof_12439,E_no_retrieval,1,0.0732,0.0 | |
| 66 | +flag_causal_claims,jof_12439,E_no_profile,1,0.084,0.0 | |
| 67 | +referee_report,jof_12439,B_strong_prompt,1,0.0073,0.0 | |
| 68 | +flag_causal_claims,jof_12439,E_no_factcheck,1,0.0657,0.0 | |
| 69 | +referee_report,jof_12439,B_strong_prompt,2,0.0069,0.0005 | |
| 70 | +referee_report,jof_12439,C_conventional_rag,1,0.0084,0.0 | |
| 71 | +referee_report,jof_12439,C_conventional_rag,2,0.0087,0.0 | |
| 72 | +referee_report,jof_12439,D_profiles_retrieval,1,0.0103,0.0 | |
| 73 | +referee_report,jof_12439,D_profiles_retrieval,2,0.0081,0.0 | |
| 74 | +improve_abstract,jof_12439,A_baseline,1,0.2941,0.0 | |
| 75 | +improve_abstract,jof_12439,A_baseline,2,0.2941,0.0 | |
| 76 | +referee_report,jof_12439,E_no_referee,1,0.0065,0.0 | |
| 77 | +improve_abstract,jof_12439,B_strong_prompt,2,0.2643,0.0 | |
| 78 | +improve_abstract,jof_12439,B_strong_prompt,1,0.36,0.0 | |
| 79 | +referee_report,jof_12439,E_full_engine,1,0.0275,0.0 | |
| 80 | +improve_abstract,jof_12439,C_conventional_rag,1,0.1268,0.0 | |
| 81 | +referee_report,jof_12439,E_full_engine,2,0.0224,0.0 | |
| 82 | +improve_abstract,jof_12439,C_conventional_rag,2,0.2867,0.0 | |
| 83 | +referee_report,jof_12439,E_no_retrieval,1,0.0057,0.0 | |
| 84 | +improve_abstract,jof_12439,D_profiles_retrieval,1,0.1342,0.0 | |
| 85 | +improve_abstract,jof_12439,D_profiles_retrieval,2,0.1942,0.0 | |
| 86 | +referee_report,jof_12439,E_no_profile,1,0.0233,0.0 | |
| 87 | +improve_abstract,jof_12439,E_no_referee,1,0.2846,0.0 | |
| 88 | +draft_introduction,jof_12777,A_baseline,1,0.0,0.0 | |
| 89 | +improve_abstract,jof_12439,E_full_engine,1,0.2632,0.0 | |
| 90 | +improve_abstract,jof_12439,E_full_engine,2,0.3176,0.0 | |
| 91 | +referee_report,jof_12439,E_no_factcheck,1,0.0153,0.0 | |
| 92 | +improve_abstract,jof_12439,E_no_retrieval,1,0.3427,0.0 | |
| 93 | +improve_abstract,jof_12439,E_no_profile,1,0.0608,0.0 | |
| 94 | +improve_abstract,jof_12439,E_no_factcheck,1,0.0662,0.0 | |
| 95 | +draft_introduction,jof_12777,A_baseline,2,0.0,0.0021 | |
| 96 | +draft_introduction,jof_12777,B_strong_prompt,1,0.0,0.0 | |
| 97 | +draft_introduction,jof_12777,B_strong_prompt,2,0.0,0.0 | |
| 98 | +draft_introduction,jof_12777,C_conventional_rag,1,0.0,0.0 | |
| 99 | +draft_introduction,jof_12777,C_conventional_rag,2,0.0,0.0 | |
| 100 | +draft_introduction,jof_12777,D_profiles_retrieval,1,0.0,0.0021 | |
| 101 | +draft_introduction,jof_12777,D_profiles_retrieval,2,0.0,0.0 | |
| 102 | +draft_introduction,jof_12777,E_no_referee,1,0.0,0.0021 | |
| 103 | +rewrite_literature,jof_12777,A_baseline,1,0.0562,0.0 | |
| 104 | +rewrite_literature,jof_12777,B_strong_prompt,1,0.0434,0.0 | |
| 105 | +draft_introduction,jof_12777,E_full_engine,2,0.0,0.0015 | |
| 106 | +draft_introduction,jof_12777,E_full_engine,1,0.0,0.0 | |
| 107 | +draft_introduction,jof_12777,E_no_profile,1,0.0,0.0 | |
| 108 | +draft_introduction,jof_12777,E_no_retrieval,1,0.0,0.0 | |
| 109 | +rewrite_literature,jof_12777,C_conventional_rag,1,0.0211,0.0 | |
| 110 | +rewrite_literature,jof_12777,D_profiles_retrieval,1,0.0416,0.0 | |
| 111 | +explain_specification,jof_12777,A_baseline,1,0.0,0.0 | |
| 112 | +rewrite_literature,jof_12777,E_no_referee,1,0.042,0.0 | |
| 113 | +draft_introduction,jof_12777,E_no_factcheck,1,0.0,0.0 | |
| 114 | +explain_specification,jof_12777,B_strong_prompt,1,0.0,0.0 | |
| 115 | +explain_specification,jof_12777,C_conventional_rag,1,0.0,0.0 | |
| 116 | +rewrite_literature,jof_12777,E_full_engine,1,0.0357,0.0 | |
| 117 | +rewrite_literature,jof_12777,E_no_retrieval,1,0.06,0.0063 | |
| 118 | +explain_specification,jof_12777,D_profiles_retrieval,1,0.0,0.0 | |
| 119 | +rewrite_literature,jof_12777,E_no_factcheck,1,0.0724,0.0 | |
| 120 | +rewrite_literature,jof_12777,E_no_profile,1,0.0389,0.0042 | |
| 121 | +explain_specification,jof_12777,E_no_referee,1,0.0,0.0 | |
| 122 | +interpret_results,jof_12777,A_baseline,1,0.0,0.0 | |
| 123 | +explain_specification,jof_12777,E_full_engine,1,0.0,0.0 | |
| 124 | +explain_specification,jof_12777,E_no_retrieval,1,0.0,0.0 | |
| 125 | +interpret_results,jof_12777,A_baseline,2,0.0,0.0 | |
| 126 | +interpret_results,jof_12777,B_strong_prompt,1,0.0,0.0 | |
| 127 | +explain_specification,jof_12777,E_no_factcheck,1,0.0,0.0 | |
| 128 | +interpret_results,jof_12777,B_strong_prompt,2,0.0,0.0 | |
| 129 | +interpret_results,jof_12777,D_profiles_retrieval,2,0.0,0.0 | |
| 130 | +interpret_results,jof_12777,C_conventional_rag,1,0.0,0.0 | |
| 131 | +interpret_results,jof_12777,C_conventional_rag,2,0.0,0.0 | |
| 132 | +interpret_results,jof_12777,D_profiles_retrieval,1,0.0,0.001 | |
| 133 | +explain_specification,jof_12777,E_no_profile,1,0.0,0.0 | |
| 134 | +improve_table,jof_12777,A_baseline,1,0.0,0.0 | |
| 135 | +improve_table,jof_12777,B_strong_prompt,1,0.0,0.0 | |
| 136 | +interpret_results,jof_12777,E_no_referee,1,0.0,0.0 | |
| 137 | +improve_table,jof_12777,C_conventional_rag,1,0.0,0.0 | |
| 138 | +improve_table,jof_12777,D_profiles_retrieval,1,0.0,0.0 | |
| 139 | +interpret_results,jof_12777,E_full_engine,2,0.0,0.0 | |
| 140 | +interpret_results,jof_12777,E_no_profile,1,0.0,0.0 | |
| 141 | +interpret_results,jof_12777,E_full_engine,1,0.0,0.0 | |
| 142 | +interpret_results,jof_12777,E_no_factcheck,1,0.0,0.0 | |
| 143 | +improve_table,jof_12777,E_no_referee,1,0.0,0.0 | |
| 144 | +interpret_results,jof_12777,E_no_retrieval,1,0.0,0.0 | |
| 145 | +improve_table,jof_12777,E_full_engine,1,0.0,0.0 | |
| 146 | +improve_table,jof_12777,E_no_retrieval,1,0.0,0.0 | |
| 147 | +improve_table,jof_12777,E_no_profile,1,0.0,0.0 | |
| 148 | +flag_causal_claims,jof_12777,A_baseline,1,0.0,0.0 | |
| 149 | +flag_causal_claims,jof_12777,C_conventional_rag,1,0.0,0.0 | |
| 150 | +flag_causal_claims,jof_12777,B_strong_prompt,1,0.0,0.0025 | |
| 151 | +flag_causal_claims,jof_12777,D_profiles_retrieval,1,0.0,0.0 | |
| 152 | +improve_table,jof_12777,E_no_factcheck,1,0.0,0.0 | |
| 153 | +referee_report,jof_12777,A_baseline,2,0.0,0.0 | |
| 154 | +referee_report,jof_12777,A_baseline,1,0.0,0.0 | |
| 155 | +flag_causal_claims,jof_12777,E_no_referee,1,0.0,0.0 | |
| 156 | +flag_causal_claims,jof_12777,E_no_profile,1,0.0,0.0 | |
| 157 | +flag_causal_claims,jof_12777,E_no_retrieval,1,0.0,0.0 | |
| 158 | +referee_report,jof_12777,B_strong_prompt,1,0.0,0.0 | |
| 159 | +flag_causal_claims,jof_12777,E_full_engine,1,0.0,0.0 | |
| 160 | +flag_causal_claims,jof_12777,E_no_factcheck,1,0.0,0.0 | |
| 161 | +referee_report,jof_12777,C_conventional_rag,1,0.0,0.0019 | |
| 162 | +referee_report,jof_12777,B_strong_prompt,2,0.0,0.0 | |
| 163 | +referee_report,jof_12777,C_conventional_rag,2,0.0,0.0 | |
| 164 | +referee_report,jof_12777,D_profiles_retrieval,1,0.0,0.0 | |
| 165 | +referee_report,jof_12777,D_profiles_retrieval,2,0.0,0.0012 | |
| 166 | +improve_abstract,jof_12777,A_baseline,1,0.0,0.0 | |
| 167 | +referee_report,jof_12777,E_no_referee,1,0.0,0.0016 | |
| 168 | +improve_abstract,jof_12777,A_baseline,2,0.0,0.0 | |
| 169 | +improve_abstract,jof_12777,B_strong_prompt,1,0.0,0.0 | |
| 170 | +improve_abstract,jof_12777,B_strong_prompt,2,0.0,0.0 | |
| 171 | +improve_abstract,jof_12777,C_conventional_rag,1,0.0,0.0 | |
| 172 | +improve_abstract,jof_12777,C_conventional_rag,2,0.0,0.0 | |
| 173 | +improve_abstract,jof_12777,D_profiles_retrieval,2,0.0,0.0 | |
| 174 | +referee_report,jof_12777,E_full_engine,2,0.0,0.0 | |
| 175 | +improve_abstract,jof_12777,D_profiles_retrieval,1,0.0,0.0 | |
| 176 | +referee_report,jof_12777,E_full_engine,1,0.0,0.0 | |
| 177 | +referee_report,jof_12777,E_no_retrieval,1,0.0,0.0 | |
| 178 | +referee_report,jof_12777,E_no_factcheck,1,0.0,0.0 | |
| 179 | +referee_report,jof_12777,E_no_profile,1,0.0,0.0 | |
| 180 | +improve_abstract,jof_12777,E_no_referee,1,0.0,0.0 | |
| 181 | +improve_abstract,jof_12777,E_full_engine,1,0.0,0.0 | |
| 182 | +improve_abstract,jof_12777,E_full_engine,2,0.0,0.0 | |
| 183 | +improve_abstract,jof_12777,E_no_profile,1,0.0,0.0 | |
| 184 | +improve_abstract,jof_12777,E_no_retrieval,1,0.0,0.0 | |
| 185 | +improve_abstract,jof_12777,E_no_factcheck,1,0.0,0.0 | |
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