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1. llm-student-identity-perturbation llm-student-identity-perturbation Public

   Research artifact for an identity-perturbation audit of LLM student models on novice programming data.

   Python

2. belief-attribution-tracer belief-attribution-tracer Public

   Public research artifact for TRACER belief attribution experiments in CS1 code

   Java

3. value-leakage value-leakage Public

   Forked from adsingh-64/value-leakage

   SPAR take-home: value leakage in the Donation Bet task - behavioral shift, impartiality-claim diagnostics, and CoT-faithfulness analysis (fork of adsingh-64/value-leakage)

   Python