Training Data Efficiency in Multimodal Process Reward Models Paper • 2602.04145 • Published 3 days ago • 72
CoBA-RL: Capability-Oriented Budget Allocation for Reinforcement Learning in LLMs Paper • 2602.03048 • Published 4 days ago • 33
Learning Query-Specific Rubrics from Human Preferences for DeepResearch Report Generation Paper • 2602.03619 • Published 4 days ago • 24
Parallel-Probe: Towards Efficient Parallel Thinking via 2D Probing Paper • 2602.03845 • Published 4 days ago • 24
TTCS: Test-Time Curriculum Synthesis for Self-Evolving Paper • 2601.22628 • Published 8 days ago • 32
PaCoRe: Learning to Scale Test-Time Compute with Parallel Coordinated Reasoning Paper • 2601.05593 • Published 29 days ago • 83
RelayLLM: Efficient Reasoning via Collaborative Decoding Paper • 2601.05167 • Published 30 days ago • 29
Benchmark^2: Systematic Evaluation of LLM Benchmarks Paper • 2601.03986 • Published about 1 month ago • 34
Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning Paper • 2512.07461 • Published Dec 8, 2025 • 78
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 • 53
VisPlay: Self-Evolving Vision-Language Models from Images Paper • 2511.15661 • Published Nov 19, 2025 • 43
Beyond English: Toward Inclusive and Scalable Multilingual Machine Translation with LLMs Paper • 2511.07003 • Published Nov 10, 2025 • 34
The Era of Agentic Organization: Learning to Organize with Language Models Paper • 2510.26658 • Published Oct 30, 2025 • 28
StatEval: A Comprehensive Benchmark for Large Language Models in Statistics Paper • 2510.09517 • Published Oct 10, 2025 • 7
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 • 20
VOGUE: Guiding Exploration with Visual Uncertainty Improves Multimodal Reasoning Paper • 2510.01444 • Published Oct 1, 2025 • 20
CLUE: Non-parametric Verification from Experience via Hidden-State Clustering Paper • 2510.01591 • Published Oct 2, 2025 • 28