% ============================================================================
% BIBLIOGRAPHY — Working Paper
% ============================================================================

@article{athey2019machine,
  author  = {Athey, Susan and Imbens, Guido W.},
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}

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}

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@inproceedings{conneau2020unsupervised,
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  year      = {2020},
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}

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}

@book{efron1993introduction,
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@article{epple1987hedonic,
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@inproceedings{ethayarajh2019contextual,
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  booktitle = {Proceedings of EMNLP-IJCNLP},
  year      = {2019},
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}

@article{fama1993common,
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@book{frank2007falling,
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}

@inproceedings{gao2021simcse,
  author    = {Gao, Tianyu and Yao, Xingcheng and Chen, Danqi},
  title     = {{SimCSE}: Simple Contrastive Learning of Sentence Embeddings},
  booktitle = {Proceedings of EMNLP},
  year      = {2021},
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}

@article{koenker1978regression,
  author  = {Koenker, Roger and Bassett, Gilbert W.},
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@book{koenker2005quantile,
  author    = {Koenker, Roger},
  title     = {Quantile Regression},
  publisher = {Cambridge University Press},
  year      = {2005}
}

@inproceedings{koh2020concept,
  author    = {Koh, Pang Wei and Nguyen, Thao and Tang, Yew Siang and Mussmann, Stephen and Pierson, Emma and Kim, Been and Liang, Percy},
  title     = {Concept Bottleneck Models},
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}

@article{lancaster1966new,
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@inproceedings{le2020flaubert,
  author    = {Le, Hang and Vial, Lo{\"i}c and Frej, Jibril and Segonne, Vincent and Coavoux, Maximin and Lecouteux, Benjamin and Allauzen, Alexandre and Crabb{\'e}, Beno{\^i}t and Besacier, Laurent and Schwab, Didier},
  title     = {{FlauBERT}: Unsupervised Language Model Pre-Training for {F}rench},
  booktitle = {Proceedings of LREC},
  year      = {2020},
  pages     = {2479--2490}
}

@book{lesage2009introduction,
  author    = {LeSage, James P. and Pace, R. Kelley},
  title     = {Introduction to Spatial Econometrics},
  publisher = {Chapman \& Hall/CRC},
  year      = {2009}
}

@article{levitt2008information,
  author  = {Levitt, Steven D. and Syverson, Chad},
  title   = {Market Distortions When Agents Are Better Informed: The Value of Information in Real Estate Transactions},
  journal = {Review of Economics and Statistics},
  year    = {2008},
  volume  = {90},
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  pages   = {599--611}
}

@inproceedings{li2020sentence,
  author    = {Li, Bohan and Zhou, Hao and He, Junxian and Wang, Mingxuan and Yang, Yiming and Li, Lei},
  title     = {On the Sentence Embeddings from Pre-Trained Language Models},
  booktitle = {Proceedings of EMNLP},
  year      = {2020},
  pages     = {9119--9130}
}

@article{loughran2011liability,
  author  = {Loughran, Tim and McDonald, Bill},
  title   = {When Is a Liability Not a Liability? {T}extual Analysis, Dictionaries, and 10-{K}s},
  journal = {Journal of Finance},
  year    = {2011},
  volume  = {66},
  number  = {1},
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}

@article{mackinnon1985some,
  author  = {MacKinnon, James G. and White, Halbert},
  title   = {Some Heteroskedasticity-Consistent Covariance Matrix Estimators with Improved Finite Sample Properties},
  journal = {Journal of Econometrics},
  year    = {1985},
  volume  = {29},
  number  = {3},
  pages   = {305--325}
}

@incollection{malpezzi2003hedonic,
  author    = {Malpezzi, Stephen},
  title     = {Hedonic Pricing Models: A Selective and Applied Review},
  booktitle = {Housing Economics and Public Policy},
  editor    = {O'Sullivan, Tony and Gibb, Kenneth},
  publisher = {Blackwell Science},
  year      = {2003},
  pages     = {67--89}
}

@inproceedings{martin2020camembert,
  author    = {Martin, Louis and Muller, Benjamin and Ortiz~Su{\'a}rez, Pedro Javier and Dupont, Yoann and Romary, Laurent and de~la~Clergerie, {\'E}ric and Seddah, Djam{\'e} and Sagot, Beno{\^i}t},
  title     = {{CamemBERT}: A Tasty {F}rench Language Model},
  booktitle = {Proceedings of the 58th Annual Meeting of the ACL},
  year      = {2020},
  pages     = {7203--7219}
}

@inproceedings{mikolov2013distributed,
  author    = {Mikolov, Tomas and Sutskever, Ilya and Chen, Kai and Corrado, Greg S. and Dean, Jeff},
  title     = {Distributed Representations of Words and Phrases and Their Compositionality},
  booktitle = {NeurIPS},
  year      = {2013},
  volume    = {26},
  pages     = {3111--3119}
}

@article{milgrom1981good,
  author  = {Milgrom, Paul R.},
  title   = {Good News and Bad News: Representation Theorems and Applications},
  journal = {Bell Journal of Economics},
  year    = {1981},
  volume  = {12},
  number  = {2},
  pages   = {380--391}
}

@article{mullainathan2017machine,
  author  = {Mullainathan, Sendhil and Spiess, Jann},
  title   = {Machine Learning: An Applied Econometric Approach},
  journal = {Journal of Economic Perspectives},
  year    = {2017},
  volume  = {31},
  number  = {2},
  pages   = {87--106}
}

@article{obrien2007caution,
  author  = {O'Brien, Robert M.},
  title   = {A Caution Regarding Rules of Thumb for Variance Inflation Factors},
  journal = {Quality \& Quantity},
  year    = {2007},
  volume  = {41},
  number  = {5},
  pages   = {673--690}
}

@article{pakes2003reconsideration,
  author  = {Pakes, Ariel},
  title   = {A Reconsideration of Hedonic Price Indexes with an Application to {PC}'s},
  journal = {American Economic Review},
  year    = {2003},
  volume  = {93},
  number  = {5},
  pages   = {1578--1596}
}

@article{palmquist1984estimating,
  author  = {Palmquist, Raymond B.},
  title   = {Estimating the Demand for the Characteristics of Housing},
  journal = {Review of Economics and Statistics},
  year    = {1984},
  volume  = {66},
  number  = {3},
  pages   = {394--404}
}

@inproceedings{peters2018deep,
  author    = {Peters, Matthew E. and Neumann, Mark and Iyyer, Mohit and Gardner, Matt and Clark, Christopher and Lee, Kenton and Zettlemoyer, Luke},
  title     = {Deep Contextualized Word Representations},
  booktitle = {Proceedings of NAACL-HLT},
  year      = {2018},
  pages     = {2227--2237}
}

@inproceedings{reimers2019sentence,
  author    = {Reimers, Nils and Gurevych, Iryna},
  title     = {Sentence-{BERT}: Sentence Embeddings Using Siamese {BERT}-Networks},
  booktitle = {Proceedings of EMNLP-IJCNLP},
  year      = {2019},
  pages     = {3982--3992}
}

@article{rosen1974hedonic,
  author  = {Rosen, Sherwin},
  title   = {Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition},
  journal = {Journal of Political Economy},
  year    = {1974},
  volume  = {82},
  number  = {1},
  pages   = {34--55}
}

@article{sirmans2005composition,
  author  = {Sirmans, Stacy and Macpherson, David and Zietz, Emily},
  title   = {The Composition of Hedonic Pricing Models},
  journal = {Journal of Real Estate Literature},
  year    = {2005},
  volume  = {13},
  number  = {1},
  pages   = {3--43}
}

@article{sirmans2006empirical,
  author  = {Sirmans, G. Stacy and MacDonald, Lynn and Macpherson, David A. and Zietz, Emily N.},
  title   = {The Value of Housing Characteristics: A Meta Analysis},
  journal = {Journal of Real Estate Finance and Economics},
  year    = {2006},
  volume  = {33},
  number  = {3},
  pages   = {215--240}
}

@article{tibshirani1996regression,
  author  = {Tibshirani, Robert},
  title   = {Regression Shrinkage and Selection via the {L}asso},
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  volume  = {58},
  number  = {1},
  pages   = {267--288}
}

@article{zou2005regularization,
  author  = {Zou, Hui and Hastie, Trevor},
  title   = {Regularization and Variable Selection via the Elastic Net},
  journal = {Journal of the Royal Statistical Society: Series B},
  year    = {2005},
  volume  = {67},
  number  = {2},
  pages   = {301--320}
}

% ============================================================================
% Added 2026-08-05 — scholarly upgrade. Every entry below was verified against
% OpenAlex (ID + citation count in the trailing comment). See UPGRADE_REPORT.md.
% ============================================================================

% ---- Text-as-data in economics ----

@article{gentzkow2019text,
  author  = {Gentzkow, Matthew and Kelly, Bryan and Taddy, Matt},
  title   = {Text as Data},
  journal = {Journal of Economic Literature},
  year    = {2019},
  volume  = {57},
  number  = {3},
  pages   = {535--574},
  doi     = {10.1257/jel.20181020}
}
% OpenAlex W2601780063, cited_by_count=1192

@article{ash2023text,
  author  = {Ash, Elliott and Hansen, Stephen},
  title   = {Text Algorithms in Economics},
  journal = {Annual Review of Economics},
  year    = {2023},
  volume  = {15},
  number  = {1},
  pages   = {659--688},
  doi     = {10.1146/annurev-economics-082222-074352}
}
% OpenAlex W4383198328, cited_by_count=178

@article{hansen2017transparency,
  author  = {Hansen, Stephen and McMahon, Michael and Prat, Andrea},
  title   = {Transparency and Deliberation Within the {FOMC}: A Computational Linguistics Approach},
  journal = {The Quarterly Journal of Economics},
  year    = {2017},
  volume  = {133},
  number  = {2},
  pages   = {801--870},
  doi     = {10.1093/qje/qjx045}
}
% OpenAlex W1582026748, cited_by_count=640

@article{loughran2016textual,
  author  = {Loughran, Tim and McDonald, Bill},
  title   = {Textual Analysis in Accounting and Finance: A Survey},
  journal = {Journal of Accounting Research},
  year    = {2016},
  volume  = {54},
  number  = {4},
  pages   = {1187--1230},
  doi     = {10.1111/1475-679X.12123}
}
% OpenAlex W2625464253, cited_by_count=2252

@article{varian2014big,
  author  = {Varian, Hal R.},
  title   = {Big Data: New Tricks for Econometrics},
  journal = {The Journal of Economic Perspectives},
  year    = {2014},
  volume  = {28},
  number  = {2},
  pages   = {3--28},
  doi     = {10.1257/jep.28.2.3}
}
% OpenAlex W2155419203, cited_by_count=1564

@article{dell2025deep,
  author  = {Dell, Melissa},
  title   = {Deep Learning for Economists},
  journal = {Journal of Economic Literature},
  year    = {2025},
  volume  = {63},
  number  = {1},
  pages   = {5--58},
  doi     = {10.1257/jel.20241733}
}
% OpenAlex W4408158337, cited_by_count=46

% ---- Hedonic origins, identification, sorting ----

@book{griliches1971price,
  editor    = {Griliches, Zvi},
  title     = {Price Indexes and Quality Change: Studies in New Methods of Measurement},
  publisher = {Harvard University Press},
  address   = {Cambridge, MA},
  year      = {1971},
  doi       = {10.4159/harvard.9780674592582}
}
% OpenAlex W2010905141, cited_by_count=688

@article{ekeland2004identification,
  author  = {Ekeland, Ivar and Heckman, James J. and Nesheim, Lars},
  title   = {Identification and Estimation of Hedonic Models},
  journal = {Journal of Political Economy},
  year    = {2004},
  volume  = {112},
  number  = {S1},
  pages   = {S60--S109},
  doi     = {10.1086/379947}
}
% OpenAlex W2891377854, cited_by_count=363

@article{bajari2005demand,
  author  = {Bajari, Patrick and Benkard, C. Lanier},
  title   = {Demand Estimation with Heterogeneous Consumers and Unobserved Product Characteristics: A Hedonic Approach},
  journal = {Journal of Political Economy},
  year    = {2005},
  volume  = {113},
  number  = {6},
  pages   = {1239--1276},
  doi     = {10.1086/498586}
}
% OpenAlex W2150455181, cited_by_count=309

@article{kuminoff2013new,
  author  = {Kuminoff, Nicolai V. and Smith, V. Kerry and Timmins, Christopher},
  title   = {The New Economics of Equilibrium Sorting and Policy Evaluation Using Housing Markets},
  journal = {Journal of Economic Literature},
  year    = {2013},
  volume  = {51},
  number  = {4},
  pages   = {1007--1062},
  doi     = {10.1257/jel.51.4.1007}
}
% OpenAlex W2158303918, cited_by_count=267

% ---- Quantile hedonics ----

@article{zietz2007determinants,
  author  = {Zietz, Joachim and Zietz, Emily Norman and Sirmans, G. Stacy},
  title   = {Determinants of House Prices: A Quantile Regression Approach},
  journal = {The Journal of Real Estate Finance and Economics},
  year    = {2007},
  volume  = {37},
  number  = {4},
  pages   = {317--333},
  doi     = {10.1007/s11146-007-9053-7}
}
% OpenAlex W2124784867, cited_by_count=350

@article{mcmillen2008changes,
  author  = {McMillen, Daniel P.},
  title   = {Changes in the Distribution of House Prices over Time: Structural Characteristics, Neighborhood, or Coefficients?},
  journal = {Journal of Urban Economics},
  year    = {2008},
  volume  = {64},
  number  = {3},
  pages   = {573--589},
  doi     = {10.1016/j.jue.2008.06.002}
}
% OpenAlex W2137401704, cited_by_count=161

% ---- Listing language & disclosure ----

@article{pryce2008rhetoric,
  author  = {Pryce, Gwilym and Oates, Sarah},
  title   = {Rhetoric in the Language of Real Estate Marketing},
  journal = {Housing Studies},
  year    = {2008},
  volume  = {23},
  number  = {2},
  pages   = {319--348},
  doi     = {10.1080/02673030701875105}
}
% OpenAlex W2017299935, cited_by_count=55

@article{haag2000real,
  author  = {Haag, Jerry T. and Rutherford, Ronald C. and Thomson, Thomas A.},
  title   = {Real Estate Agent Remarks: Help or Hype?},
  journal = {Journal of Real Estate Research},
  year    = {2000},
  volume  = {20},
  number  = {1-2},
  pages   = {205--216},
  doi     = {10.1080/10835547.2000.12091024}
}
% OpenAlex W1540927990, cited_by_count=54

@article{grossman1981informational,
  author  = {Grossman, Sanford J.},
  title   = {The Informational Role of Warranties and Private Disclosure about Product Quality},
  journal = {The Journal of Law and Economics},
  year    = {1981},
  volume  = {24},
  number  = {3},
  pages   = {461--483},
  doi     = {10.1086/466995}
}
% OpenAlex W2050175305, cited_by_count=2591

% ---- Spatial hedonics & Quebec/Canada ----

@book{anselin1988spatial,
  author    = {Anselin, Luc},
  title     = {Spatial Econometrics: Methods and Models},
  publisher = {Kluwer Academic Publishers},
  address   = {Dordrecht},
  series    = {Studies in Operational Regional Science},
  year      = {1988},
  doi       = {10.1007/978-94-015-7799-1}
}
% OpenAlex W2028226037, cited_by_count=9225

@article{dubin1988estimation,
  author  = {Dubin, Robin A.},
  title   = {Estimation of Regression Coefficients in the Presence of Spatially Autocorrelated Error Terms},
  journal = {The Review of Economics and Statistics},
  year    = {1988},
  volume  = {70},
  number  = {3},
  pages   = {466--474},
  doi     = {10.2307/1926785}
}
% OpenAlex W2078214086, cited_by_count=373

@article{can1992specification,
  author  = {Can, Ay{\c{s}}e},
  title   = {Specification and Estimation of Hedonic Housing Price Models},
  journal = {Regional Science and Urban Economics},
  year    = {1992},
  volume  = {22},
  number  = {3},
  pages   = {453--474},
  doi     = {10.1016/0166-0462(92)90039-4}
}
% OpenAlex W2025797685, cited_by_count=581

@article{desrosiers2002landscaping,
  author  = {Des Rosiers, Fran{\c{c}}ois and Th{\'e}riault, Marius and Kestens, Yan and Villeneuve, Paul},
  title   = {Landscaping and House Values: An Empirical Investigation},
  journal = {Journal of Real Estate Research},
  year    = {2002},
  volume  = {23},
  number  = {1-2},
  pages   = {139--162},
  doi     = {10.1080/10835547.2002.12091072}
}
% OpenAlex W1487824577, cited_by_count=174

@book{dube2014spatial,
  author    = {Dub{\'e}, Jean and Legros, Di{\`e}go},
  title     = {Spatial Econometrics Using Microdata},
  publisher = {Wiley},
  year      = {2014},
  doi       = {10.1002/9781119008651}
}
% OpenAlex W2497373629, cited_by_count=55

@article{piazzesi2020segmented,
  author  = {Piazzesi, Monika and Schneider, Martin and Stroebel, Johannes},
  title   = {Segmented Housing Search},
  journal = {American Economic Review},
  year    = {2020},
  volume  = {110},
  number  = {3},
  pages   = {720--759},
  doi     = {10.1257/aer.20141772}
}
% OpenAlex W3125075771, cited_by_count=185

% ---- Unstructured data beyond text: computer vision ----

@techreport{glaeser2018computer,
  author      = {Glaeser, Edward and Kincaid, Michael Scott and Naik, Nikhil},
  title       = {Computer Vision and Real Estate: Do Looks Matter and Do Incentives Determine Looks},
  institution = {National Bureau of Economic Research},
  type        = {{NBER} Working Paper},
  number      = {25174},
  year        = {2018},
  doi         = {10.3386/w25174}
}
% OpenAlex W2899183524, cited_by_count=40

@article{poursaeed2018vision,
  author  = {Poursaeed, Omid and Matera, Tom{\'a}{\v s} and Belongie, Serge},
  title   = {Vision-based real estate price estimation},
  journal = {Machine Vision and Applications},
  year    = {2018},
  volume  = {29},
  number  = {4},
  pages   = {667--676},
  doi     = {10.1007/s00138-018-0922-2}
}
% OpenAlex W2736337626, cited_by_count=129

% ---- Interpretable machine learning ----

@article{rudin2019stop,
  author  = {Rudin, Cynthia},
  title   = {Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead},
  journal = {Nature Machine Intelligence},
  year    = {2019},
  volume  = {1},
  number  = {5},
  pages   = {206--215},
  doi     = {10.1038/s42256-019-0048-x}
}
% OpenAlex W2945976633, cited_by_count=9459

@misc{lundberg2017unified,
  author       = {Lundberg, Scott and Lee, Su-In},
  title        = {A Unified Approach to Interpreting Model Predictions},
  howpublished = {arXiv preprint arXiv:1705.07874},
  year         = {2017},
  doi          = {10.48550/arXiv.1705.07874}
}
% OpenAlex W2618851150, cited_by_count=7622

@inproceedings{ribeiro2016why,
  author    = {Ribeiro, Marco Tulio and Singh, Sameer and Guestrin, Carlos},
  title     = {``{Why} Should {I} Trust You?'': Explaining the Predictions of Any Classifier},
  booktitle = {Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
  year      = {2016},
  pages     = {1135--1144},
  doi       = {10.1145/2939672.2939778}
}
% OpenAlex W2282821441, cited_by_count=15720

% ---- NLP: benchmarks and zero-shot anchoring ----

@inproceedings{muennighoff2023mteb,
  author    = {Muennighoff, Niklas and Tazi, Nouamane and Magne, Lo{\"i}c and Reimers, Nils},
  title     = {{MTEB}: Massive Text Embedding Benchmark},
  booktitle = {Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics},
  year      = {2023},
  pages     = {2014--2037},
  doi       = {10.18653/v1/2023.eacl-main.148}
}
% OpenAlex W4386576685, cited_by_count=406

@inproceedings{yin2019benchmarking,
  author    = {Yin, Wenpeng and Hay, Jamaal and Roth, Dan},
  title     = {Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach},
  booktitle = {Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing ({EMNLP}-{IJCNLP})},
  year      = {2019},
  pages     = {3912--3921},
  doi       = {10.18653/v1/D19-1404}
}
% OpenAlex W2970200208, cited_by_count=512

% ============================================================================
% Corrected / re-verified entries (audit 2026-08-05): the previous versions of
% these keys had wrong or unverifiable metadata. All verified via OpenAlex.
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@article{nowak2017quality,
  author  = {Nowak, Adam and Smith, Patrick},
  title   = {Textual Analysis in Real Estate},
  journal = {Journal of Applied Econometrics},
  year    = {2017},
  volume  = {32},
  number  = {4},
  pages   = {896--918},
  doi     = {10.1002/jae.2550}
}

@article{shen2020text,
  author  = {Shen, Lily and Ross, Stephen L.},
  title   = {Information Value of Property Description: A Machine Learning Approach},
  journal = {Journal of Urban Economics},
  year    = {2021},
  volume  = {121},
  pages   = {103299},
  doi     = {10.1016/j.jue.2020.103299}
}

@article{kok2017big,
  author  = {Kok, Nils and Koponen, Eija-Leena and Mart{\'i}nez-Barbosa, Carmen Adriana},
  title   = {Big Data in Real Estate? {F}rom Manual Appraisal to Automated Valuation},
  journal = {The Journal of Portfolio Management},
  year    = {2017},
  volume  = {43},
  number  = {6},
  pages   = {202--211},
  doi     = {10.3905/jpm.2017.43.6.202}
}

@article{gibbons2014costs,
  author  = {Gibbons, Stephen},
  title   = {Gone with the Wind: Valuing the Visual Impacts of Wind Turbines through House Prices},
  journal = {Journal of Environmental Economics and Management},
  year    = {2015},
  volume  = {72},
  pages   = {177--196},
  doi     = {10.1016/j.jeem.2015.04.006}
}

@article{cheshire2004capitalisation,
  author  = {Cheshire, Paul and Sheppard, Stephen},
  title   = {Capitalising the Value of Free Schools: The Impact of Supply Characteristics and Uncertainty},
  journal = {The Economic Journal},
  year    = {2004},
  volume  = {114},
  number  = {499},
  pages   = {F397--F424},
  doi     = {10.1111/j.1468-0297.2004.00252.x}
}

@article{haurin2010list,
  author  = {Haurin, Donald R. and Haurin, Jessica L. and Nadauld, Taylor and Sanders, Anthony},
  title   = {List Prices, Sale Prices and Marketing Time: An Application to {U.S.} Housing Markets},
  journal = {Real Estate Economics},
  year    = {2010},
  volume  = {38},
  number  = {4},
  pages   = {659--685},
  doi     = {10.1111/j.1540-6229.2010.00279.x}
}

@article{marinescu2020opening,
  author  = {Marinescu, Ioana and Wolthoff, Ronald},
  title   = {Opening the Black Box of the Matching Function: The Power of Words},
  journal = {Journal of Labor Economics},
  year    = {2020},
  volume  = {38},
  number  = {2},
  pages   = {535--568},
  doi     = {10.1086/705903}
}

@article{yoo2012variable,
  author  = {Yoo, Sanglim and Im, Jungho and Wagner, John E.},
  title   = {Variable Selection for Hedonic Model Using Machine Learning Approaches: A Case Study in {Onondaga} County, {NY}},
  journal = {Landscape and Urban Planning},
  year    = {2012},
  volume  = {107},
  number  = {3},
  pages   = {293--306},
  doi     = {10.1016/j.landurbplan.2012.06.009}
}

@inproceedings{wang2020minilm,
  author    = {Wang, Wenhui and Wei, Furu and Dong, Li and Bao, Hangbo and Yang, Nan and Zhou, Ming},
  title     = {{MiniLM}: Deep Self-Attention Distillation for Task-Agnostic Compression of Pre-Trained Transformers},
  booktitle = {Advances in Neural Information Processing Systems},
  year      = {2020},
  volume    = {33},
  pages     = {5776--5788},
  doi       = {10.48550/arXiv.2002.10957}
}

@incollection{tyrvainen2005benefits,
  author    = {Tyrv{\"a}inen, Liisa and Pauleit, Stephan and Seeland, Klaus and de Vries, Sjerp},
  title     = {Benefits and Uses of Urban Forests and Trees},
  booktitle = {Urban Forests and Trees},
  editor    = {Konijnendijk, Cecil C. and Nilsson, Kjell and Randrup, Thomas B. and Schipperijn, Jasper},
  publisher = {Springer},
  address   = {Berlin, Heidelberg},
  year      = {2005},
  pages     = {81--114},
  doi       = {10.1007/3-540-27684-X_5}
}

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@article{goodwin2018connotation,
  author  = {Goodwin, Kimberly R. and Waller, Bennie D. and Weeks, H. Shelton},
  title   = {Connotation and Textual Analysis in Real Estate Listings},
  journal = {Journal of Housing Research},
  year    = {2018},
  volume  = {27},
  number  = {2},
  pages   = {93--106},
  doi     = {10.1080/10835547.2018.12092149}
}

@article{goodwin2014broker,
  author  = {Goodwin, Kimberly and Waller, Bennie and Weeks, H. Shelton},
  title   = {The Impact of Broker Vernacular in Residential Real Estate},
  journal = {Journal of Housing Research},
  year    = {2014},
  volume  = {23},
  number  = {2},
  pages   = {143--161},
  doi     = {10.1080/10835547.2014.12092089}
}

@article{zhu2023sentiment,
  author  = {Zhu, Enwei and Wu, Jing and Liu, Hongyu and Li, Keyang},
  title   = {A Sentiment Index of the Housing Market in {China}: Text Mining of Narratives on Social Media},
  journal = {The Journal of Real Estate Finance and Economics},
  year    = {2023},
  volume  = {66},
  number  = {1},
  pages   = {77--118},
  doi     = {10.1007/s11146-022-09900-5}
}

@article{baur2023automated,
  author  = {Baur, Katharina and Rosenfelder, Markus and Lutz, Bernhard},
  title   = {Automated Real Estate Valuation with Machine Learning Models Using Property Descriptions},
  journal = {Expert Systems with Applications},
  year    = {2023},
  volume  = {213},
  pages   = {119147},
  doi     = {10.1016/j.eswa.2022.119147}
}

@article{law2019take,
  author  = {Law, Stephen and Paige, Brooks and Russell, Chris},
  title   = {Take a Look Around: Using Street View and Satellite Images to Estimate House Prices},
  journal = {ACM Transactions on Intelligent Systems and Technology},
  year    = {2019},
  volume  = {10},
  number  = {5},
  pages   = {1--19},
  doi     = {10.1145/3342240}
}

@article{alfano2022word,
  author  = {Alfano, Vincenzo and Guarino, Massimo},
  title   = {A Word to the Wise: Analyzing the Impact of Textual Strategies in Determining House Pricing},
  journal = {Journal of Housing Research},
  year    = {2022},
  volume  = {31},
  number  = {1},
  pages   = {88--112},
  doi     = {10.1080/10527001.2021.2013058}
}

@article{hong2020house,
  author  = {Hong, Jengei and Choi, Heeyoul and Kim, Woo-sung},
  title   = {A House Price Valuation Based on the Random Forest Approach: The Mass Appraisal of Residential Property in {South Korea}},
  journal = {International Journal of Strategic Property Management},
  year    = {2020},
  volume  = {24},
  number  = {3},
  pages   = {140--152},
  doi     = {10.3846/ijspm.2020.11544}
}

@article{delmelle2021language,
  author  = {Delmelle, Elizabeth C. and Nilsson, Isabelle},
  title   = {The Language of Neighborhoods: A Predictive-Analytical Framework Based on Property Advertisement Text and Mortgage Lending Data},
  journal = {Computers, Environment and Urban Systems},
  year    = {2021},
  volume  = {88},
  pages   = {101658},
  doi     = {10.1016/j.compenvurbsys.2021.101658}
}

@article{halvorsen1981choice,
  author  = {Halvorsen, Robert and Pollakowski, Henry O.},
  title   = {Choice of Functional Form for Hedonic Price Equations},
  journal = {Journal of Urban Economics},
  year    = {1981},
  volume  = {10},
  number  = {1},
  pages   = {37--49},
  doi     = {10.1016/0094-1190(81)90021-8}
}

@article{irwin2002effects,
  author  = {Irwin, Elena G.},
  title   = {The Effects of Open Space on Residential Property Values},
  journal = {Land Economics},
  year    = {2002},
  volume  = {78},
  number  = {4},
  pages   = {465--480},
  doi     = {10.2307/3146847}
}

@article{goodman1995age,
  author  = {Goodman, Allen C. and Thibodeau, Thomas G.},
  title   = {Age-Related Heteroskedasticity in Hedonic House Price Equations},
  journal = {Journal of Housing Research},
  year    = {1995},
  volume  = {6},
  number  = {1},
  pages   = {25--42}
}