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This paper asks whether legal doctrine can discipline #AI the way it disciplines #judges. Finds that LLMs perform better when guided by precedent-focused & structured legal reasoning, suggesting that institutional constraints may be as important as model capabilities spkl.io/633297zLmS

Figure 3: Composite Score by Treatment

This paper revisits one of the most influential strands of evidence linking CSR to financial performance. The authors find no consistent evidence that investors systematically revalue firms following the passage of CSR shareholder resolutions. spkl.io/633287zWn0 #CSR #ESG

Figure A.3 Abnormal Returns on the Day of the Vote using the Flammer (2015) sample period
The vertical axis shows abnormal returns on the vote date (Carhart four-factor model). The horizontal axis shows victory margin (vote share minus the by-law majority threshold). Each dot is the average abnormal return in 2% victory-margin bins. The solid line is the predicted abnormal return from third-order polynomials estimated on each side of the threshold. The sample includes CSR resolutions identified by the CSR flag plus text analysis, 1997–2012