When Personalization Misleads: Understanding and Mitigating Hallucinations in Personalized LLMs Paper • 2601.11000 • Published Jan 16 • 27
MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching Paper • 2601.10712 • Published Jan 15 • 24