E (exhibits): final build of main.pdf after the exhibit rebuild (84 pages, 0 errors, 0 undefined references, 0 overfull boxes > 5 pt, 0 bibtex warnings)

3

\fi

3

\fi

4

\begin{thebibliography}{xx}

4

\begin{thebibliography}{xx}

5

6

+\harvarditem[Afzal et al.]{Afzal, Yan, Li and Vasarhelyi}{2026}{afzal2026}

7

+{\bf Afzal, Muhammad~Talha, Jinqiu~(Claire) Yan, Huaxia Li, and Miklos

8

+ Vasarhelyi}, ``Beyond the bottom line: using generative AI to extract

9

+ narrative financial disclosures,'' {\it International Journal of Accounting

10

+ Information Systems}, 2026, {\it 57}, 100777.

11

+

12

+\harvarditem[Bellstam et al.]{Bellstam, Bhagat and Cookson}{2021}{bellstam2021}

13

+{\bf Bellstam, Gustaf, Sanjai Bhagat, and J.~Anthony Cookson}, ``A Text-Based

14

+ Analysis of Corporate Innovation,'' {\it Management Science}, 2021, {\it 67}

15

+ (7), 4004--4031.

16

+

17

+\harvarditem[Bettencourt et al.]{Bettencourt, Ding and

18

+ Giesecke}{2026}{bettencourt2026}

19

+{\bf Bettencourt, Nick, Xiaowei Ding, and Kay Giesecke}, ``The {Stanford}

20

+ {EDGAR} Filings Dataset: Reconstructing U.S. Corporate and Financial

21

+ Disclosures into Layout-Faithful and Token-Efficient Pretraining Data,''

22

+ arXiv:2606.18192; also SSRN 7161699 (DOI 10.2139/ssrn.7161699) 2026.

23

+

24

+\harvarditem[{BlackRock, Inc.}]{{BlackRock, Inc.}}{2026}{iwvholdings2026}

25

+{\bf {BlackRock, Inc.}}, ``{iShares} {R}ussell 3000 {ETF} ({IWV}): Fund

26

+ holdings file (\texttt{latest-holdings.csv}),''

27

+ \url{https://www.ishares.com/us/products/239714/ishares-russell-3000-etf}

28

+ 2026.

29

+\newblock Holdings as of October 23, 2026, downloaded October 27, 2026; subject

30

+ to the iShares website terms of use; the downloaded file is not archived with

31

+ the paper.

32

+

6

\harvarditem[Christen]{Christen}{2012}{christen2012}

33

\harvarditem[Christen]{Christen}{2012}{christen2012}

7

{\bf Christen, Peter}, {\it Data Matching: Concepts and Techniques for Record

34

{\bf Christen, Peter}, {\it Data Matching: Concepts and Techniques for Record

8

Linkage, Entity Resolution, and Duplicate Detection}, Berlin: Springer, 2012.

35

Linkage, Entity Resolution, and Duplicate Detection}, Berlin: Springer, 2012.

11

{\bf Cohen, Lauren, Christopher Malloy, and Quoc Nguyen}, ``Lazy Prices,'' {\it

38

{\bf Cohen, Lauren, Christopher Malloy, and Quoc Nguyen}, ``Lazy Prices,'' {\it

12

Journal of Finance}, 2020, {\it 75} (3), 1371--1415.

39

Journal of Finance}, 2020, {\it 75} (3), 1371--1415.

13

40

41

+\harvarditem[Crane et al.]{Crane, Green, Harnish, McClennan, Soto, Vrankovich

42

+ and Williams}{2024}{crane2024}

43

+{\bf Crane, Leland~D., Emily Green, Molly Harnish, Will McClennan, Paul~E.

44

+ Soto, Betsy Vrankovich, and Jacob Williams}, ``Tracking Real Time Layoffs

45

+ with {SEC} Filings: A Preliminary Investigation,'' Finance and Economics

46

+ Discussion Series 2024-020, Board of Governors of the Federal Reserve System

47

+ 2024.

48

+

49

+\harvarditem[de~Kok]{de~Kok}{2025}{dekok2025}

50

+{\bf de~Kok, Ties}, ``{ChatGPT} for Textual Analysis? How to Use Generative

51

+ {LLMs} in Accounting Research,'' {\it Management Science}, 2025, {\it 71}

52

+ (9), 7888--7906.

53

+

54

+\harvarditem[Dolphin et al.]{Dolphin, Dursun, Blankenship, Adams and

55

+ Pike}{2026}{dolphin2026}

56

+{\bf Dolphin, Rian, Joe Dursun, Jarrett Blankenship, Katie Adams, and Quinton

57

+ Pike}, ``Grounded Event Extraction from {SEC} {8-K} Filings with a

58

+ Fine-Grained Taxonomy,'' arXiv:2607.08346; also SSRN 7087858 (DOI

59

+ 10.2139/ssrn.7087858) 2026.

60

+

14

\harvarditem[Dyer et al.]{Dyer, Lang and Stice-Lawrence}{2017}{dyer2017}

61

\harvarditem[Dyer et al.]{Dyer, Lang and Stice-Lawrence}{2017}{dyer2017}

15

{\bf Dyer, Travis, Mark Lang, and Lorien Stice-Lawrence}, ``The Evolution of

62

{\bf Dyer, Travis, Mark Lang, and Lorien Stice-Lawrence}, ``The Evolution of

16

10-{K} Textual Disclosure: Evidence from {L}atent {D}irichlet {A}llocation,''

63

10-{K} Textual Disclosure: Evidence from {L}atent {D}irichlet {A}llocation,''

21

{\it Journal of the American Statistical Association}, 1969, {\it 64} (328),

68

{\it Journal of the American Statistical Association}, 1969, {\it 64} (328),

22

1183--1210.

69

1183--1210.

23

70

24

−\harvarditem[{FTSE Russell}]{{FTSE Russell}}{2026}{ftserussell2026}

71

+\harvarditem[{FTSE Russell}]{{FTSE

25

−{\bf {FTSE Russell}}, ``Russell {US} Equity Indexes: Construction and

72

+ Russell}}{2026a}{ftserussell3000factsheet2026}

26

− Methodology, v7.2,''

73

+{\bf {FTSE Russell}}, ``Russell 3000 Index Factsheet,''

74

+ \url{https://research.ftserussell.com/Analytics/FactSheets/Home/DownloadSingleIssue?issueName=US3000USD}

75

+ 2026.

76

+\newblock Index characteristics as of September 30, 2026 (2,996 holdings);

77

+ downloaded November 5, 2026.

78

+

79

+\harvarditem[{FTSE Russell}]{{FTSE Russell}}{2026b}{ftserussell2026}

80

+{\bf \bysame{}}, ``Russell {US} Equity Indexes: Construction and Methodology,

81

+ v7.2,''

27

\url{https://www.lseg.com/content/dam/ftse-russell/en_us/documents/ground-rules/russell-us-indexes-construction-and-methodology.pdf}

82

\url{https://www.lseg.com/content/dam/ftse-russell/en_us/documents/ground-rules/russell-us-indexes-construction-and-methodology.pdf}

28

August 2026.

83

August 2026.

29

\newblock Document dated August 2026; downloaded November 5, 2026.

84

\newblock Document dated August 2026; downloaded November 5, 2026.

32

{\bf Gentzkow, Matthew, Bryan Kelly, and Matt Taddy}, ``Text as Data,'' {\it

87

{\bf Gentzkow, Matthew, Bryan Kelly, and Matt Taddy}, ``Text as Data,'' {\it

33

Journal of Economic Literature}, 2019, {\it 57} (3), 535--574.

88

Journal of Economic Literature}, 2019, {\it 57} (3), 535--574.

34

89

90

+\harvarditem[Gilardi et al.]{Gilardi, Alizadeh and Kubli}{2023}{gilardi2023}

91

+{\bf Gilardi, Fabrizio, Meysam Alizadeh, and Maël Kubli}, ``{ChatGPT}

92

+ outperforms crowd workers for text-annotation tasks,'' {\it Proceedings of

93

+ the National Academy of Sciences}, 2023, {\it 120} (30), e2305016120.

94

+

95

+\harvarditem[Greenstone et al.]{Greenstone, Hornbeck and

96

+ Moretti}{2010}{greenstone2010}

97

+{\bf Greenstone, Michael, Richard Hornbeck, and Enrico Moretti}, ``Identifying

98

+ Agglomeration Spillovers: Evidence from Winners and Losers of Large Plant

99

+ Openings,'' {\it Journal of Political Economy}, 2010, {\it 118} (3),

100

+ 536--598.

101

+

35

\harvarditem[Grimmer and Stewart]{Grimmer and Stewart}{2013}{grimmer2013}

102

\harvarditem[Grimmer and Stewart]{Grimmer and Stewart}{2013}{grimmer2013}

36

{\bf Grimmer, Justin and Brandon~M. Stewart}, ``Text as Data: The Promise and

103

{\bf Grimmer, Justin and Brandon~M. Stewart}, ``Text as Data: The Promise and

37

Pitfalls of Automatic Content Analysis Methods for Political Texts,'' {\it

104

Pitfalls of Automatic Content Analysis Methods for Political Texts,'' {\it

54

Text-Based Analysis,'' {\it Review of Financial Studies}, 2015, {\it 28} (5),

121

Text-Based Analysis,'' {\it Review of Financial Studies}, 2015, {\it 28} (5),

55

1312--1352.

122

1312--1352.

56

123

124

+\harvarditem[Jha et al.]{Jha, Qian, Weber and Yang}{2024}{jha2024}

125

+{\bf Jha, Manish, Jialin Qian, Michael Weber, and Baozhong Yang}, ``{ChatGPT}

126

+ and Corporate Policies,'' NBER Working Paper 32161, National Bureau of

127

+ Economic Research 2024.

128

+

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\harvarditem[Kalyani et al.]{Kalyani, Bloom, Carvalho, Hassan, Lerner and

129

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58

Tahoun}{2025}{kalyani2025}

130

Tahoun}{2025}{kalyani2025}

59

{\bf Kalyani, Aakash, Nicholas Bloom, Marcela Carvalho, Tarek Hassan, Josh

131

{\bf Kalyani, Aakash, Nicholas Bloom, Marcela Carvalho, Tarek Hassan, Josh

62

\newblock Published version of NBER Working Paper 28999 (2021, DOI

134

\newblock Published version of NBER Working Paper 28999 (2021, DOI

63

10.3386/w28999).

135

10.3386/w28999).

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136

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+\harvarditem[Kammoun et al.]{Kammoun, Tandjambianda and

138

+ Boucher}{2026}{kammoun2026ai}

139

+{\bf Kammoun, Manel, Djerrycharli Tandjambianda, and Simon-Pierre Boucher},

140

+ ``Does the Language of Artificial Intelligence Move Markets? {A} Semantic

141

+ Analysis of {R}ussell~3000 {SEC} Filings and the Cross-Section of Stock

142

+ Returns, 2010--2026,'' UQO Working Paper (FIRC) 0002, Université du Québec

143

+ en Outaouais, Département des sciences administratives 2026.

144

+\newblock Version 2.0, October 28, 2026.

145

+

65

\harvarditem[Kelly et al.]{Kelly, Papanikolaou, Seru and

146

\harvarditem[Kelly et al.]{Kelly, Papanikolaou, Seru and

66

Taddy}{2021}{kelly2021}

147

Taddy}{2021}{kelly2021}

67

{\bf Kelly, Bryan, Dimitris Papanikolaou, Amit Seru, and Matt Taddy},

148

{\bf Kelly, Bryan, Dimitris Papanikolaou, Amit Seru, and Matt Taddy},

68

``Measuring Technological Innovation over the Long Run,'' {\it American

149

``Measuring Technological Innovation over the Long Run,'' {\it American

69

Economic Review: Insights}, 2021, {\it 3} (3), 303--320.

150

Economic Review: Insights}, 2021, {\it 3} (3), 303--320.

70

151

152

+\harvarditem[Kim et al.]{Kim, Muhn and Nikolaev}{2023}{kim2023}

153

+{\bf Kim, Alex~G., Maximilian Muhn, and Valeri~V. Nikolaev}, ``From Transcripts

154

+ to Insights: Uncovering Corporate Risks Using Generative AI,'' Working paper

155

+ 4593660, SSRN 2023.

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+

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\harvarditem[Li et al.]{Li, Mai, Shen and Yan}{2021}{li2021}

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72

{\bf Li, Kai, Feng Mai, Rui Shen, and Xinyan Yan}, ``Measuring Corporate

158

{\bf Li, Kai, Feng Mai, Rui Shen, and Xinyan Yan}, ``Measuring Corporate

73

Culture Using Machine Learning,'' {\it Review of Financial Studies}, 2021,

159

Culture Using Machine Learning,'' {\it Review of Financial Studies}, 2021,

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{\it 34} (7), 3265--3315.

160

{\it 34} (7), 3265--3315.

75

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162

+\harvarditem[Li et al.]{Li, Li, Suhara, Doan and Tan}{2020}{li2020}

163

+{\bf Li, Yuliang, Jinfeng Li, Yoshihiko Suhara, AnHai Doan, and Wang-Chiew

164

+ Tan}, ``Deep entity matching with pre-trained language models,'' {\it

165

+ Proceedings of the VLDB Endowment}, 2020, {\it 14} (1), 50--60.

166

+

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\harvarditem[Loughran and McDonald]{Loughran and McDonald}{2011}{loughran2011}

167

\harvarditem[Loughran and McDonald]{Loughran and McDonald}{2011}{loughran2011}

77

{\bf Loughran, Tim and Bill McDonald}, ``When Is a Liability Not a Liability?

168

{\bf Loughran, Tim and Bill McDonald}, ``When Is a Liability Not a Liability?

78

{T}extual Analysis, Dictionaries, and 10-{K}s,'' {\it Journal of Finance},

169

{T}extual Analysis, Dictionaries, and 10-{K}s,'' {\it Journal of Finance},

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Survey,'' {\it Journal of Accounting Research}, 2016, {\it 54} (4),

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Survey,'' {\it Journal of Accounting Research}, 2016, {\it 54} (4),

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1187--1230.

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1187--1230.

85

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+\harvarditem[Loukas et al.]{Loukas, Fergadiotis, Androutsopoulos and

178

+ Malakasiotis}{2021}{loukas2021}

179

+{\bf Loukas, Lefteris, Manos Fergadiotis, Ion Androutsopoulos, and Prodromos

180

+ Malakasiotis}, ``{EDGAR-CORPUS}: Billions of Tokens Make The World Go

181

+ Round,'' in ``Proceedings of the Third Workshop on Economics and Natural

182

+ Language Processing'' 2021, pp.~13--18.

183

+

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+\harvarditem[Ludwig et al.]{Ludwig, Mullainathan and

185

+ Rambachan}{2026}{ludwig2025}

186

+{\bf Ludwig, Jens, Sendhil Mullainathan, and Ashesh Rambachan}, ``Large

187

+ Language Models: An Applied Econometric Framework,'' {\it Annual Review of

188

+ Economics}, 2026, {\it 18} (1), 283--316.

189

+\newblock Also NBER Working Paper 33344 (2025, DOI 10.3386/w33344).

190

+

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+\harvarditem[McConnell and Muscarella]{McConnell and

192

+ Muscarella}{1985}{mcconnell1985}

193

+{\bf McConnell, J and Chris~J. Muscarella}, ``Corporate capital expenditure

194

+ decisions and the market value of the firm,'' {\it Journal of Financial

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+ Economics}, 1985, {\it 14} (3), 399--422.

196

+

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+\harvarditem[Peeters et al.]{Peeters, Steiner and Bizer}{2023}{peeters2023}

198

+{\bf Peeters, Ralph, Aaron Steiner, and Christian Bizer}, ``Entity Matching

199

+ using Large Language Models,'' arXiv:2310.11244 2023.

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+

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87

M{\"u}hleisen}{2019}{raasveldt2019}

202

M{\"u}hleisen}{2019}{raasveldt2019}

88

{\bf Raasveldt, Mark and Hannes M{\"u}hleisen}, ``{DuckDB}: An Embeddable

203

{\bf Raasveldt, Mark and Hannes M{\"u}hleisen}, ``{DuckDB}: An Embeddable

95

Empirical Methods in Natural Language Processing (EMNLP-IJCNLP)'' 2019,

210

Empirical Methods in Natural Language Processing (EMNLP-IJCNLP)'' 2019,

96

pp.~3982--3992.

211

pp.~3982--3992.

97

212

213

+\harvarditem[Sautner et al.]{Sautner, van Lent, Vilkov and

214

+ Zhang}{2023}{sautner2023}

215

+{\bf Sautner, Zacharias, Laurence van Lent, Grigory Vilkov, and Ruishen Zhang},

216

+ ``Firm-Level Climate Change Exposure,'' {\it Journal of Finance}, 2023, {\it

217

+ 78} (3), 1449--1498.

218

+

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99

Kammoun}{2026}{spid2026}

220

Kammoun}{2026}{spid2026}

100

{\bf Tandjambianda, Djerrycharli, Simon-Pierre Boucher, and Manel Kammoun},

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{\bf Tandjambianda, Djerrycharli, Simon-Pierre Boucher, and Manel Kammoun},

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\newblock Accessed October 2026; URL re-verified November 5, 2026 (the former

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115

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\texttt{/os/accessing-edgar-data} address redirects here).

116

237

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+\harvarditem[{Wikipedia contributors}]{{Wikipedia

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+ contributors}}{2026}{wikipediasp500}

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+{\bf {Wikipedia contributors}}, ``List of {S\&P} 500 companies,''

241

+ \url{https://en.wikipedia.org/wiki/List_of_S%26P_500_companies} 2026.

242

+\newblock Table scraped May 25, 2026; text available under the Creative Commons

243

+ Attribution-ShareAlike 4.0 licence.

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+

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+\harvarditem[Yang et al.]{Yang, Tsai and Yamada}{2024}{yang2024}

246

+{\bf Yang, Daniel, Yao-Hung~Hubert Tsai, and Makoto Yamada}, ``On Verbalized

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+ Confidence Scores for {LLMs},'' arXiv:2412.14737 2024.

248

+

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+\harvarditem[Ye et al.]{Ye, Yang, Pang, Wang, Wong, Yilmaz, Shi and

250

+ Tu}{2024}{ye2024}

251

+{\bf Ye, Fanghua, Mingming Yang, Jianhui Pang, Longyue Wang, Derek Wong, Emine

252

+ Yilmaz, Shuming Shi, and Zhaopeng Tu}, ``Benchmarking {LLMs} via Uncertainty

253

+ Quantification,'' in ``Advances in Neural Information Processing Systems 37

254

+ (NeurIPS 2024)'' 2024, pp.~15356--15385.

255

+

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+\harvarditem[Zolas et al.]{Zolas, Kroff, Brynjolfsson, McElheran, Beede,

257

+ Buffington, Goldschlag, Foster and Dinlersoz}{2020}{zolas2020}

258

+{\bf Zolas, Nikolas, Zachary Kroff, Erik Brynjolfsson, Kristina McElheran,

259

+ David Beede, Cathy Buffington, Nathan Goldschlag, Lucia Foster, and Emin

260

+ Dinlersoz}, ``Advanced Technologies Adoption and Use by U.S. Firms: Evidence

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+ from the Annual Business Survey,'' NBER Working Paper 28290, National Bureau

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+ of Economic Research 2020.

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+

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\end{thebibliography}

264

\end{thebibliography}

spb/firc0001_uqo

Theme

				`@@ -3,6 +3,33 @@`
3	\fi	3	\fi
4	\begin{thebibliography}{xx}	4	\begin{thebibliography}{xx}
5		5
		6	+\harvarditem[Afzal et al.]{Afzal, Yan, Li and Vasarhelyi}{2026}{afzal2026}
		7	+{\bf Afzal, Muhammad~Talha, Jinqiu~(Claire) Yan, Huaxia Li, and Miklos
		8	+ Vasarhelyi}, ``Beyond the bottom line: using generative AI to extract
		9	+ narrative financial disclosures,'' {\it International Journal of Accounting
		10	+ Information Systems}, 2026, {\it 57}, 100777.
		11	+
		12	+\harvarditem[Bellstam et al.]{Bellstam, Bhagat and Cookson}{2021}{bellstam2021}
		13	+{\bf Bellstam, Gustaf, Sanjai Bhagat, and J.~Anthony Cookson}, ``A Text-Based
		14	+ Analysis of Corporate Innovation,'' {\it Management Science}, 2021, {\it 67}
		15	+ (7), 4004--4031.
		16	+
		17	+\harvarditem[Bettencourt et al.]{Bettencourt, Ding and
		18	+ Giesecke}{2026}{bettencourt2026}
		19	+{\bf Bettencourt, Nick, Xiaowei Ding, and Kay Giesecke}, ``The {Stanford}
		20	+ {EDGAR} Filings Dataset: Reconstructing U.S. Corporate and Financial
		21	+ Disclosures into Layout-Faithful and Token-Efficient Pretraining Data,''
		22	+ arXiv:2606.18192; also SSRN 7161699 (DOI 10.2139/ssrn.7161699) 2026.
		23	+
		24	+\harvarditem[{BlackRock, Inc.}]{{BlackRock, Inc.}}{2026}{iwvholdings2026}
		25	+{\bf {BlackRock, Inc.}}, ``{iShares} {R}ussell 3000 {ETF} ({IWV}): Fund
		26	+ holdings file (\texttt{latest-holdings.csv}),''
		27	+ \url{https://www.ishares.com/us/products/239714/ishares-russell-3000-etf}
		28	+ 2026.
		29	+\newblock Holdings as of October 23, 2026, downloaded October 27, 2026; subject
		30	+ to the iShares website terms of use; the downloaded file is not archived with
		31	+ the paper.
		32	+
6	\harvarditem[Christen]{Christen}{2012}{christen2012}	33	\harvarditem[Christen]{Christen}{2012}{christen2012}
7	{\bf Christen, Peter}, {\it Data Matching: Concepts and Techniques for Record	34	{\bf Christen, Peter}, {\it Data Matching: Concepts and Techniques for Record
8	Linkage, Entity Resolution, and Duplicate Detection}, Berlin: Springer, 2012.	35	Linkage, Entity Resolution, and Duplicate Detection}, Berlin: Springer, 2012.
				`@@ -11,6 +38,26 @@`
11	{\bf Cohen, Lauren, Christopher Malloy, and Quoc Nguyen}, ``Lazy Prices,'' {\it	38	{\bf Cohen, Lauren, Christopher Malloy, and Quoc Nguyen}, ``Lazy Prices,'' {\it
12	Journal of Finance}, 2020, {\it 75} (3), 1371--1415.	39	Journal of Finance}, 2020, {\it 75} (3), 1371--1415.
13		40
		41	+\harvarditem[Crane et al.]{Crane, Green, Harnish, McClennan, Soto, Vrankovich
		42	+ and Williams}{2024}{crane2024}
		43	+{\bf Crane, Leland~D., Emily Green, Molly Harnish, Will McClennan, Paul~E.
		44	+ Soto, Betsy Vrankovich, and Jacob Williams}, ``Tracking Real Time Layoffs
		45	+ with {SEC} Filings: A Preliminary Investigation,'' Finance and Economics
		46	+ Discussion Series 2024-020, Board of Governors of the Federal Reserve System
		47	+ 2024.
		48	+
		49	+\harvarditem[de~Kok]{de~Kok}{2025}{dekok2025}
		50	+{\bf de~Kok, Ties}, ``{ChatGPT} for Textual Analysis? How to Use Generative
		51	+ {LLMs} in Accounting Research,'' {\it Management Science}, 2025, {\it 71}
		52	+ (9), 7888--7906.
		53	+
		54	+\harvarditem[Dolphin et al.]{Dolphin, Dursun, Blankenship, Adams and
		55	+ Pike}{2026}{dolphin2026}
		56	+{\bf Dolphin, Rian, Joe Dursun, Jarrett Blankenship, Katie Adams, and Quinton
		57	+ Pike}, ``Grounded Event Extraction from {SEC} {8-K} Filings with a
		58	+ Fine-Grained Taxonomy,'' arXiv:2607.08346; also SSRN 7087858 (DOI
		59	+ 10.2139/ssrn.7087858) 2026.
		60	+
14	\harvarditem[Dyer et al.]{Dyer, Lang and Stice-Lawrence}{2017}{dyer2017}	61	\harvarditem[Dyer et al.]{Dyer, Lang and Stice-Lawrence}{2017}{dyer2017}
15	{\bf Dyer, Travis, Mark Lang, and Lorien Stice-Lawrence}, ``The Evolution of	62	{\bf Dyer, Travis, Mark Lang, and Lorien Stice-Lawrence}, ``The Evolution of
16	10-{K} Textual Disclosure: Evidence from {L}atent {D}irichlet {A}llocation,''	63	10-{K} Textual Disclosure: Evidence from {L}atent {D}irichlet {A}llocation,''
				`@@ -21,9 +68,17 @@`
21	{\it Journal of the American Statistical Association}, 1969, {\it 64} (328),	68	{\it Journal of the American Statistical Association}, 1969, {\it 64} (328),
22	1183--1210.	69	1183--1210.
23		70
24	−\harvarditem[{FTSE Russell}]{{FTSE Russell}}{2026}{ftserussell2026}	71	+\harvarditem[{FTSE Russell}]{{FTSE
25	−{\bf {FTSE Russell}}, ``Russell {US} Equity Indexes: Construction and	72	+ Russell}}{2026a}{ftserussell3000factsheet2026}
26	− Methodology, v7.2,''	73	+{\bf {FTSE Russell}}, ``Russell 3000 Index Factsheet,''
		74	+ \url{https://research.ftserussell.com/Analytics/FactSheets/Home/DownloadSingleIssue?issueName=US3000USD}
		75	+ 2026.
		76	+\newblock Index characteristics as of September 30, 2026 (2,996 holdings);
		77	+ downloaded November 5, 2026.
		78	+
		79	+\harvarditem[{FTSE Russell}]{{FTSE Russell}}{2026b}{ftserussell2026}
		80	+{\bf \bysame{}}, ``Russell {US} Equity Indexes: Construction and Methodology,
		81	+ v7.2,''
27	\url{https://www.lseg.com/content/dam/ftse-russell/en_us/documents/ground-rules/russell-us-indexes-construction-and-methodology.pdf}	82	\url{https://www.lseg.com/content/dam/ftse-russell/en_us/documents/ground-rules/russell-us-indexes-construction-and-methodology.pdf}
28	August 2026.	83	August 2026.
29	\newblock Document dated August 2026; downloaded November 5, 2026.	84	\newblock Document dated August 2026; downloaded November 5, 2026.
				`@@ -32,6 +87,18 @@`
32	{\bf Gentzkow, Matthew, Bryan Kelly, and Matt Taddy}, ``Text as Data,'' {\it	87	{\bf Gentzkow, Matthew, Bryan Kelly, and Matt Taddy}, ``Text as Data,'' {\it
33	Journal of Economic Literature}, 2019, {\it 57} (3), 535--574.	88	Journal of Economic Literature}, 2019, {\it 57} (3), 535--574.
34		89
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35	\harvarditem[Grimmer and Stewart]{Grimmer and Stewart}{2013}{grimmer2013}	102	\harvarditem[Grimmer and Stewart]{Grimmer and Stewart}{2013}{grimmer2013}
36	{\bf Grimmer, Justin and Brandon~M. Stewart}, ``Text as Data: The Promise and	103	{\bf Grimmer, Justin and Brandon~M. Stewart}, ``Text as Data: The Promise and
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				`@@ -54,6 +121,11 @@`
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59	{\bf Kalyani, Aakash, Nicholas Bloom, Marcela Carvalho, Tarek Hassan, Josh	131	{\bf Kalyani, Aakash, Nicholas Bloom, Marcela Carvalho, Tarek Hassan, Josh
				`@@ -62,17 +134,36 @@`
62	\newblock Published version of NBER Working Paper 28999 (2021, DOI	134	\newblock Published version of NBER Working Paper 28999 (2021, DOI
63	10.3386/w28999).	135	10.3386/w28999).
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65	\harvarditem[Kelly et al.]{Kelly, Papanikolaou, Seru and	146	\harvarditem[Kelly et al.]{Kelly, Papanikolaou, Seru and
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67	{\bf Kelly, Bryan, Dimitris Papanikolaou, Amit Seru, and Matt Taddy},	148	{\bf Kelly, Bryan, Dimitris Papanikolaou, Amit Seru, and Matt Taddy},
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77	{\bf Loughran, Tim and Bill McDonald}, ``When Is a Liability Not a Liability?	168	{\bf Loughran, Tim and Bill McDonald}, ``When Is a Liability Not a Liability?
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				`@@ -83,6 +174,30 @@`
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98	\harvarditem[Tandjambianda et al.]{Tandjambianda, Boucher and	219	\harvarditem[Tandjambianda et al.]{Tandjambianda, Boucher and
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100	{\bf Tandjambianda, Djerrycharli, Simon-Pierre Boucher, and Manel Kammoun},	221	{\bf Tandjambianda, Djerrycharli, Simon-Pierre Boucher, and Manel Kammoun},
				`@@ -114,4 +235,30 @@`
114	\newblock Accessed October 2026; URL re-verified November 5, 2026 (the former	235	\newblock Accessed October 2026; URL re-verified November 5, 2026 (the former
115	\texttt{/os/accessing-edgar-data} address redirects here).	236	\texttt{/os/accessing-edgar-data} address redirects here).
116		237
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