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Collections including paper arxiv:2601.06021

SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models

Paper • 2506.04180 • Published Jun 4, 2025 • 34
AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

Paper • 2506.10540 • Published Jun 12, 2025 • 37
AutoMind: Adaptive Knowledgeable Agent for Automated Data Science

Paper • 2506.10974 • Published Jun 12, 2025 • 19
SPAR: Scholar Paper Retrieval with LLM-based Agents for Enhanced Academic Search

Paper • 2507.15245 • Published Jul 21, 2025 • 11

Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards

Paper • 2601.06021 • Published Jan 9 • 48

Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models

Paper • 2512.24618 • Published Dec 31, 2025 • 154
Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem

Paper • 2512.24873 • Published Dec 31, 2025 • 108
AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents

Paper • 2512.23343 • Published Dec 29, 2025 • 30
Figure It Out: Improving the Frontier of Reasoning with Active Visual Thinking

Paper • 2512.24297 • Published Dec 30, 2025 • 6

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 104
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

Data and models for the paper "Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards".

THU-KEG/CaRR-DeepDive

Preview • Updated 26 days ago • 364 • 1
THU-KEG/DeepDive-4B-SFT

4B • Updated 26 days ago • 41
THU-KEG/DeepDive-4B-C-GRPO

4B • Updated 26 days ago • 13
THU-KEG/DeepDive-30B-A3B-SFT

31B • Updated 26 days ago • 14

REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 104
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

Paper • 2505.24864 • Published May 30, 2025 • 146
Reinforcement Learning in Vision: A Survey

Paper • 2508.08189 • Published Aug 11, 2025 • 30
AVATAR: Reinforcement Learning to See, Hear, and Reason Over Video

Paper • 2508.03100 • Published Aug 5, 2025

Large Language Models Orchestrating Structured Reasoning Achieve Kaggle Grandmaster Level

Paper • 2411.03562 • Published Nov 5, 2024 • 69
Training Language Models for Social Deduction with Multi-Agent Reinforcement Learning

Paper • 2502.06060 • Published Feb 9, 2025 • 38
MLGym: A New Framework and Benchmark for Advancing AI Research Agents

Paper • 2502.14499 • Published Feb 20, 2025 • 195
SurveyX: Academic Survey Automation via Large Language Models

Paper • 2502.14776 • Published Feb 20, 2025 • 100

SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models

Paper • 2506.04180 • Published Jun 4, 2025 • 34
AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

Paper • 2506.10540 • Published Jun 12, 2025 • 37
AutoMind: Adaptive Knowledgeable Agent for Automated Data Science

Paper • 2506.10974 • Published Jun 12, 2025 • 19
SPAR: Scholar Paper Retrieval with LLM-based Agents for Enhanced Academic Search

Paper • 2507.15245 • Published Jul 21, 2025 • 11

Data and models for the paper "Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards".

THU-KEG/CaRR-DeepDive

Preview • Updated 26 days ago • 364 • 1
THU-KEG/DeepDive-4B-SFT

4B • Updated 26 days ago • 41
THU-KEG/DeepDive-4B-C-GRPO

4B • Updated 26 days ago • 13
THU-KEG/DeepDive-30B-A3B-SFT

31B • Updated 26 days ago • 14

Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards

Paper • 2601.06021 • Published Jan 9 • 48

REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 104
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

Paper • 2505.24864 • Published May 30, 2025 • 146
Reinforcement Learning in Vision: A Survey

Paper • 2508.08189 • Published Aug 11, 2025 • 30
AVATAR: Reinforcement Learning to See, Hear, and Reason Over Video

Paper • 2508.03100 • Published Aug 5, 2025

Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models

Paper • 2512.24618 • Published Dec 31, 2025 • 154
Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem

Paper • 2512.24873 • Published Dec 31, 2025 • 108
AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents

Paper • 2512.23343 • Published Dec 29, 2025 • 30
Figure It Out: Improving the Frontier of Reasoning with Active Visual Thinking

Paper • 2512.24297 • Published Dec 30, 2025 • 6

Large Language Models Orchestrating Structured Reasoning Achieve Kaggle Grandmaster Level

Paper • 2411.03562 • Published Nov 5, 2024 • 69
Training Language Models for Social Deduction with Multi-Agent Reinforcement Learning

Paper • 2502.06060 • Published Feb 9, 2025 • 38
MLGym: A New Framework and Benchmark for Advancing AI Research Agents

Paper • 2502.14499 • Published Feb 20, 2025 • 195
SurveyX: Academic Survey Automation via Large Language Models

Paper • 2502.14776 • Published Feb 20, 2025 • 100

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 104
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

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