CoBA-RL: Capability-Oriented Budget Allocation for Reinforcement Learning in LLMs Paper • 2602.03048 • Published 1 day ago • 3
Good SFT Optimizes for SFT, Better SFT Prepares for Reinforcement Learning Paper • 2602.01058 • Published 3 days ago • 29
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text Paper • 2601.22975 • Published 5 days ago • 69
The Reasoning-Creativity Trade-off: Toward Creativity-Driven Problem Solving Paper • 2601.00747 • Published Jan 2 • 20
Improving Multi-step RAG with Hypergraph-based Memory for Long-Context Complex Relational Modeling Paper • 2512.23959 • Published Dec 30, 2025 • 112
Coupled Variational Reinforcement Learning for Language Model General Reasoning Paper • 2512.12576 • Published Dec 14, 2025 • 3
DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models Paper • 2512.02556 • Published Dec 2, 2025 • 255
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Paper • 2509.02479 • Published Sep 2, 2025 • 84
GraphOmni: A Comprehensive and Extendable Benchmark Framework for Large Language Models on Graph-theoretic Tasks Paper • 2504.12764 • Published Apr 17, 2025 • 42
xVerify: Efficient Answer Verifier for Reasoning Model Evaluations Paper • 2504.10481 • Published Apr 14, 2025 • 85
Scalable Oversight for Superhuman AI via Recursive Self-Critiquing Paper • 2502.04675 • Published Feb 7, 2025 • 1
Expanding the Boundaries of Vision Prior Knowledge in Multi-modal Large Language Models Paper • 2503.18034 • Published Mar 23, 2025 • 1
SAISA: Towards Multimodal Large Language Models with Both Training and Inference Efficiency Paper • 2502.02458 • Published Feb 4, 2025 • 1
ShortV: Efficient Multimodal Large Language Models by Freezing Visual Tokens in Ineffective Layers Paper • 2504.00502 • Published Apr 1, 2025 • 26
Running 3.67k The Ultra-Scale Playbook 🌌 3.67k The ultimate guide to training LLM on large GPU Clusters
DeepRAG: Thinking to Retrieval Step by Step for Large Language Models Paper • 2502.01142 • Published Feb 3, 2025 • 24
Auto-RT: Automatic Jailbreak Strategy Exploration for Red-Teaming Large Language Models Paper • 2501.01830 • Published Jan 3, 2025 • 17
Auto-RT: Automatic Jailbreak Strategy Exploration for Red-Teaming Large Language Models Paper • 2501.01830 • Published Jan 3, 2025 • 17 • 2
Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering Paper • 2411.11504 • Published Nov 18, 2024 • 24