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cs.AI2026
Position: Evaluation Scores Are Perishable Knowledge Claims
Sankalp Gilda, Shlok Gilda
Evaluation methodologies for language models increasingly combine multiple signals, from automated metrics and LLM-as-judge ratings to human assessments and benchmark suite results…
cs.AI2026
Structured Abductive-Deductive-Inductive Reasoning for LLMs via Algebraic Invariants
Sankalp Gilda, Shlok Gilda
Large language models exhibit systematic limitations in structured logical reasoning: they conflate hypothesis generation with verification, cannot distinguish conjecture from vali…