Beyond Log Likelihood: Probability-Based Objectives for Supervised Fine-Tuning across the Model Capability Continuum Paper • 2510.00526 • Published Oct 1, 2025 • 8
UserBench: An Interactive Gym Environment for User-Centric Agents Paper • 2507.22034 • Published Jul 29, 2025 • 30
The Law of Knowledge Overshadowing: Towards Understanding, Predicting, and Preventing LLM Hallucination Paper • 2502.16143 • Published Feb 22, 2025 • 6
Perception-Aware Policy Optimization for Multimodal Reasoning Paper • 2507.06448 • Published Jul 8, 2025 • 47
Saffron-1: Towards an Inference Scaling Paradigm for LLM Safety Assurance Paper • 2506.06444 • Published Jun 6, 2025 • 73
MiCRo: Mixture Modeling and Context-aware Routing for Personalized Preference Learning Paper • 2505.24846 • Published May 30, 2025 • 15
ToMAP: Training Opponent-Aware LLM Persuaders with Theory of Mind Paper • 2505.22961 • Published May 29, 2025 • 8
Time-R1: Towards Comprehensive Temporal Reasoning in LLMs Paper • 2505.13508 • Published May 16, 2025 • 15
Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL Paper • 2505.02391 • Published May 5, 2025 • 25
view article Article Navigating the RLHF Landscape: From Policy Gradients to PPO, GAE, and DPO for LLM Alignment Feb 11, 2025 • 99
SemiEvol: Semi-supervised Fine-tuning for LLM Adaptation Paper • 2410.14745 • Published Oct 17, 2024 • 47