PhD research validating LLM understanding of market microstructure through obfuscation testing. Novel methodology proves LLMs detect dealer hedging constraints without temporal context. P#1: 71.5% detection, 91.2% accuracy
          finance          machine-learning          financial-markets          market-microstructure          options-trading          pattern-detection          validation-framework          options-data          academic-research          gpt-4          llm          phd-research          gamma-exposure          gpt-4o-mini          gpt-o3          dealer-hedging          obfuscation-testing      
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Nov 4, 2025  - Python