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cs.AI2026
ContractEval: Query-Conditioned Execution Matching for Procedural Instruction Conformance
Praphul Singh, Shanu Kumar, Akshat Agarwal +1
As LLM agents move from answering questions to carrying out procedures, failures can be unwarranted rather than visibly wrong: the final response looks acceptable even though the s…
cs.AI2026
Beyond Endpoint Gains: A Weight-Delta Audit of Medical Specialization
Praphul Singh, Shanu Kumar, Akshat Agarwal
Specialist language models are usually understood through endpoint gains: the generalist scores lower, the specialist scores higher, and the difference is treated as evidence of sp…