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When Personalization Misleads: Understanding and Mitigating Hallucinations in Personalized LLMs Paper • 2601.11000 • Published Jan 16 • 26
MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching Paper • 2601.10712 • Published Jan 15 • 24
OnePiece: Bringing Context Engineering and Reasoning to Industrial Cascade Ranking System Paper • 2509.18091 • Published Sep 22, 2025 • 34