UQO Working Paper No. 2 — Decoding Real Estate Descriptions: text-based hedonic analysis of housing listings.
TeX 73.8%
Python 26%
-
Wed, Aug 5, 2026 3
-
Complete bibliography audit (100% verified) + README refresh
…
- Final sweep of the 38 remaining entries: 3 fixes (Halvorsen-Pollakowski 1981 JUE replaces mismatched Halvorsen-Palmquist 1980 AER metadata; Irwin 2002 Land Economics open-space paper replaces Irwin-Bockstael; Goodman-Thibodeau 1995 heteroskedasticity paper replaces 1998 segmentation mismatch). - Des Rosiers et al. (2002) landscaping premium range verified (4-12%) and stated precisely in the discussion. - ~700-character description truncation confirmed empirically in the raw DB (pile-up at 701-703, mid-word cuts before GST/QST boilerplate). - README: 53-page badge, '86 verified references' badge, new docs in tree. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
-
Scholarly upgrade: verified bibliography (59→86 refs), expanded framing, 53-page paper
…
- Audit found 8 fabricated citations in the original bib (Demers-Eisfeldt, Goodwin 2020, Huang-Ni, Lam et al., Li et al. 2023, Ozdogan, Hong 'LDA', Bayer 2016) — replaced with OpenAlex-verified real papers; 4 more corrected (Nowak-Smith venue, Shen->Shen-Ross JUE 2021, Gibbons 2015, Cheshire-Sheppard). - 28 new verified references with DOI: text-as-data (Gentzkow-Kelly-Taddy, Ash-Hansen), hedonic identification (Ekeland-Heckman-Nesheim, Bajari-Benkard, Kuminoff et al.), quantile hedonics (Zietz et al., McMillen), listing language (Pryce-Oates, Haag et al., Grossman), spatial/Quebec (Anselin, Dubin, Can, Des Rosiers et al., Dube-Legros), vision (Glaeser et al.), interpretable ML (Rudin, SHAP, LIME), NLP (MTEB, zero-shot anchoring). - Restructured literature review (new Text-as-Data section, two-sided gap), deepened intro, cited methodology choices, new 'Relation to Prior Findings' discussion subsection, softened unverifiable claims. - Results, tables, figures, data untouched. PAPER_REVIEW.md + UPGRADE_REPORT.md. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
-
Initial commit: semantic hedonic pricing pipeline, figures, and paper (UQO WP no. 2)
…
Restructured from immo-wp2-spb-20260519: modular src/ package, numbered reproduction pipeline (01-06), machine-generated LaTeX tables, regenerated figures (incl. previously missing fig2/fig3), corrected paper statistics (see CHANGES.md), 47-page PDF compiling clean. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
-