Rethinking Generalization in Reasoning SFT: A Conditional Analysis on Optimization, Data, and Model Capability
Paper • 2604.06628 • Published • 329
Jancee Rod C.
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papers about 1 year ago
MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention
Paper • 2506.13585 • Published • 278
Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models
Paper • 2506.06395 • Published • 135
Geopolitical biases in LLMs: what are the "good" and the "bad" countries according to contemporary language models
Paper • 2506.06751 • Published • 71
Reinforcement Pre-Training
Paper • 2506.08007 • Published • 265
Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning
Paper • 2505.24726 • Published • 283
Emerging Properties in Unified Multimodal Pretraining
Paper • 2505.14683 • Published • 136
Beyond 'Aha!': Toward Systematic Meta-Abilities Alignment in Large Reasoning Models
Paper • 2505.10554 • Published • 119
MiniMax-Speech: Intrinsic Zero-Shot Text-to-Speech with a Learnable Speaker Encoder
Paper • 2505.07916 • Published • 139
Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models
Paper • 2505.04921 • Published • 187
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?
Paper • 2504.13837 • Published • 141
ColorBench: Can VLMs See and Understand the Colorful World? A Comprehensive Benchmark for Color Perception, Reasoning, and Robustness
Paper • 2504.10514 • Published • 48
DeepSeek-R1 Thoughtology: Let's <think> about LLM Reasoning
Paper • 2504.07128 • Published • 87
Kimi-VL Technical Report
Paper • 2504.07491 • Published • 142
TextCrafter: Accurately Rendering Multiple Texts in Complex Visual Scenes
Paper • 2503.23461 • Published • 94