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SSRNML & AI Methods

Do AI Models Remember Indian Company Financials? Evidence on Look-Ahead Bias by Firm Size

Large language models recall Indian firm financials from within their training data with accuracy that declines sharply for smaller firms, creating serious look-ahead bias in LLM-based backtests.

Featured in No. 138 on 6 Nov 2026 · 3 days after release

Released
3 Nov 2026
First featured
No. 138 · 6 Nov 2026
Published in
Not yet, as far as Semantic Scholar knows
Fanfare
3 of 5
Identifier
SSRN 7666459
Authors
Sethu Madhavan Chandavarapu

Citations and venue from Semantic Scholar (ODC-BY), refreshed weekly. Summary: Quant Letter (CC BY 4.0).

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