Beyond English: Toward Inclusive and Scalable Multilingual Machine Translation with LLMs Paper • 2511.07003 • Published 9 days ago • 31
The Era of Agentic Organization: Learning to Organize with Language Models Paper • 2510.26658 • Published 20 days ago • 25
StatEval: A Comprehensive Benchmark for Large Language Models in Statistics Paper • 2510.09517 • Published Oct 10 • 6
NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents Paper • 2510.07172 • Published Oct 8 • 28
Flash-Searcher: Fast and Effective Web Agents via DAG-Based Parallel Execution Paper • 2509.25301 • Published Sep 29 • 17
VOGUE: Guiding Exploration with Visual Uncertainty Improves Multimodal Reasoning Paper • 2510.01444 • Published Oct 1 • 19
CLUE: Non-parametric Verification from Experience via Hidden-State Clustering Paper • 2510.01591 • Published Oct 2 • 26
TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning Paper • 2509.25760 • Published Sep 30 • 54
Evolving Language Models without Labels: Majority Drives Selection, Novelty Promotes Variation Paper • 2509.15194 • Published Sep 18 • 33
Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models Paper • 2509.12132 • Published Sep 15 • 5
view article Article mem-agent: Persistent, Human Readable Memory Agent Trained with Online RL Sep 11 • 25
EchoX: Towards Mitigating Acoustic-Semantic Gap via Echo Training for Speech-to-Speech LLMs Paper • 2509.09174 • Published Sep 11 • 57
CDE: Curiosity-Driven Exploration for Efficient Reinforcement Learning in Large Language Models Paper • 2509.09675 • Published Sep 11 • 28
A Survey of Reinforcement Learning for Large Reasoning Models Paper • 2509.08827 • Published Sep 10 • 188
Emergent Hierarchical Reasoning in LLMs through Reinforcement Learning Paper • 2509.03646 • Published Sep 3 • 30
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Paper • 2509.07969 • Published Sep 9 • 59
Parallel-R1: Towards Parallel Thinking via Reinforcement Learning Paper • 2509.07980 • Published Sep 9 • 99