Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning Paper • 2512.07461 • Published 29 days ago • 75
Multi-Crit: Benchmarking Multimodal Judges on Pluralistic Criteria-Following Paper • 2511.21662 • Published Nov 26, 2025 • 11
First Frame Is the Place to Go for Video Content Customization Paper • 2511.15700 • Published Nov 19, 2025 • 52
VisPlay: Self-Evolving Vision-Language Models from Images Paper • 2511.15661 • Published Nov 19, 2025 • 42
Beyond English: Toward Inclusive and Scalable Multilingual Machine Translation with LLMs Paper • 2511.07003 • Published Nov 10, 2025 • 33
The Era of Agentic Organization: Learning to Organize with Language Models Paper • 2510.26658 • Published Oct 30, 2025 • 27
StatEval: A Comprehensive Benchmark for Large Language Models in Statistics Paper • 2510.09517 • Published Oct 10, 2025 • 6
NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents Paper • 2510.07172 • Published Oct 8, 2025 • 28
DeepPrune: Parallel Scaling without Inter-trace Redundancy Paper • 2510.08483 • Published Oct 9, 2025 • 24
Flash-Searcher: Fast and Effective Web Agents via DAG-Based Parallel Execution Paper • 2509.25301 • Published Sep 29, 2025 • 19
VOGUE: Guiding Exploration with Visual Uncertainty Improves Multimodal Reasoning Paper • 2510.01444 • Published Oct 1, 2025 • 19
CLUE: Non-parametric Verification from Experience via Hidden-State Clustering Paper • 2510.01591 • Published Oct 2, 2025 • 27
TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning Paper • 2509.25760 • Published Sep 30, 2025 • 55
FlowRL: Matching Reward Distributions for LLM Reasoning Paper • 2509.15207 • Published Sep 18, 2025 • 114
Evolving Language Models without Labels: Majority Drives Selection, Novelty Promotes Variation Paper • 2509.15194 • Published Sep 18, 2025 • 33
Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models Paper • 2509.12132 • Published Sep 15, 2025 • 6
view article Article mem-agent: Persistent, Human Readable Memory Agent Trained with Online RL Sep 11, 2025 • 25
EchoX: Towards Mitigating Acoustic-Semantic Gap via Echo Training for Speech-to-Speech LLMs Paper • 2509.09174 • Published Sep 11, 2025 • 61
CDE: Curiosity-Driven Exploration for Efficient Reinforcement Learning in Large Language Models Paper • 2509.09675 • Published Sep 11, 2025 • 28
A Survey of Reinforcement Learning for Large Reasoning Models Paper • 2509.08827 • Published Sep 10, 2025 • 190