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LLM Reasoning

FinChain: A Symbolic Benchmark for Verifiable Chain-of-Thought Financial Reasoning

Tang, Y. et al. · 2025

What this means for traders

AI models that show their reasoning step-by-step make far fewer logical errors in financial analysis.

Abstract

Introduces ChainEval to measure the quality of financial reasoning. Shows that Chain-of-Thought (CoT) prompting significantly reduces logic errors and that reasoning models correlate strongly with expert human judgment.

Chain-of-ThoughtBenchmarkReasoningVerification
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