most citedCan NLP Models Correctly Reason Over Contexts that Break the Common Assumptions?

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cs.AI2025

OptAgent: Optimizing Query Rewriting for E-commerce via Multi-Agent Simulation

Divij Handa, David Blincoe, Orson Adams +1

Deploying capable and user-aligned LLM-based systems necessitates reliable evaluation. While LLMs excel in verifiable tasks like coding and mathematics, where gold-standard solutio…

cs.AI2025

ThinkTuning: Instilling Cognitive Reflections without Distillation

Aswin RRV, Jacob Dineen, Divij Handa +4

Recent advances in test-time scaling have led to the emergence of thinking LLMs that exhibit self-reflective behaviors and multi-step reasoning. While RL drives this self-improveme…