CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward Paper • 2508.03686 • Published Aug 5 • 37
OPV: Outcome-based Process Verifier for Efficient Long Chain-of-Thought Verification Paper • 2512.10756 • Published 18 days ago • 33
Long-horizon Reasoning Agent for Olympiad-Level Mathematical Problem Solving Paper • 2512.10739 • Published 18 days ago • 45
Achieving Olympia-Level Geometry Large Language Model Agent via Complexity Boosting Reinforcement Learning Paper • 2512.10534 • Published 18 days ago • 31
Long-horizon Reasoning Agent for Olympiad-Level Mathematical Problem Solving Paper • 2512.10739 • Published 18 days ago • 45
OPV: Outcome-based Process Verifier for Efficient Long Chain-of-Thought Verification Paper • 2512.10756 • Published 18 days ago • 33
MM-HELIX: Boosting Multimodal Long-Chain Reflective Reasoning with Holistic Platform and Adaptive Hybrid Policy Optimization Paper • 2510.08540 • Published Oct 9 • 109
Semi-off-Policy Reinforcement Learning for Vision-Language Slow-thinking Reasoning Paper • 2507.16814 • Published Jul 22 • 21
The Imitation Game: Turing Machine Imitator is Length Generalizable Reasoner Paper • 2507.13332 • Published Jul 17 • 48
Mask-DPO: Generalizable Fine-grained Factuality Alignment of LLMs Paper • 2503.02846 • Published Mar 4 • 19
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Paper • 2502.06781 • Published Feb 10 • 58
ANAH-v2: Scaling Analytical Hallucination Annotation of Large Language Models Paper • 2407.04693 • Published Jul 5, 2024 • 3
ANAH: Analytical Annotation of Hallucinations in Large Language Models Paper • 2405.20315 • Published May 30, 2024