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upvoted a paper 7 days ago

SEED: Self-Evolving On-Policy Distillation for Agentic Reinforcement Learning

Paper • 2607.14777 • Published 11 days ago • 102

upvoted a paper about 2 months ago

Where Do Deep-Research Agents Go Wrong? Span-Level Error Localization in Agent Trajectories

Paper • 2606.02060 • Published Jun 1 • 58

upvoted a paper 4 months ago

Tiny Aya: Bridging Scale and Multilingual Depth

Paper • 2603.11510 • Published Mar 12 • 10

upvoted a paper 6 months ago

LightOnOCR: A 1B End-to-End Multilingual Vision-Language Model for State-of-the-Art OCR

Paper • 2601.14251 • Published Jan 20 • 31

upvoted a collection 7 months ago

Evals

Collection

8 items • Updated Feb 20 • 3

upvoted a paper 7 months ago

T2AV-Compass: Towards Unified Evaluation for Text-to-Audio-Video Generation

Paper • 2512.21094 • Published Dec 24, 2025 • 25

upvoted a collection 7 months ago

Multilingual-MATH

Collection

MATH datasets translated by Gemini-2.5-pro. • 3 items • Updated Nov 11, 2025 • 1

upvoted a paper 8 months ago

Souper-Model: How Simple Arithmetic Unlocks State-of-the-Art LLM Performance

Paper • 2511.13254 • Published Nov 17, 2025 • 140

upvoted 3 papers 10 months ago

Don't Waste Mistakes: Leveraging Negative RL-Groups via Confidence Reweighting

Paper • 2510.08696 • Published Oct 9, 2025 • 15

Hybrid Reinforcement: When Reward Is Sparse, It's Better to Be Dense

Paper • 2510.07242 • Published Oct 8, 2025 • 30

Low-probability Tokens Sustain Exploration in Reinforcement Learning with Verifiable Reward

Paper • 2510.03222 • Published Oct 3, 2025 • 76

upvoted a paper 11 months ago

DuPO: Enabling Reliable LLM Self-Verification via Dual Preference Optimization

Paper • 2508.14460 • Published Aug 20, 2025 • 86

upvoted a paper 12 months ago

SEAgent: Self-Evolving Computer Use Agent with Autonomous Learning from Experience

Paper • 2508.04700 • Published Aug 6, 2025 • 52

upvoted 4 papers over 1 year ago

Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving

Paper • 2504.02605 • Published Apr 3, 2025 • 49

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Paper • 2503.16419 • Published Mar 20, 2025 • 77

DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18, 2025 • 146

reWordBench: Benchmarking and Improving the Robustness of Reward Models with Transformed Inputs

Paper • 2503.11751 • Published Mar 14, 2025 • 17

upvoted a collection over 1 year ago

🧠 Reasoning datasets

Collection

Datasets with reasoning traces for math and code released by the community • 24 items • Updated May 19, 2025 • 190

upvoted a paper over 1 year ago

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models

Paper • 2502.07346 • Published Feb 11, 2025 • 52

upvoted a collection over 1 year ago

MoEs papers reading list

Collection

60 items • Updated Nov 4, 2024 • 145