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Collections including paper arxiv:2507.05687

AutoTriton: Automatic Triton Programming with Reinforcement Learning in LLMs

Paper • 2507.05687 • Published Jul 8, 2025 • 31
Perception-Aware Policy Optimization for Multimodal Reasoning

Paper • 2507.06448 • Published Jul 8, 2025 • 48
Re:Form -- Reducing Human Priors in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny

Paper • 2507.16331 • Published Jul 22, 2025 • 22
Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm

Paper • 2511.04570 • Published Nov 6, 2025 • 242

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 259 • 99
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 39
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

LazyLLM: Dynamic Token Pruning for Efficient Long Context LLM Inference

Paper • 2407.14057 • Published Jul 19, 2024 • 46
OpenThoughts: Data Recipes for Reasoning Models

Paper • 2506.04178 • Published Jun 4, 2025 • 54
Orak: A Foundational Benchmark for Training and Evaluating LLM Agents on Diverse Video Games

Paper • 2506.03610 • Published Jun 4, 2025 • 9
Vision Language Models are Biased

Paper • 2505.23941 • Published May 29, 2025 • 23

ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

Paper • 2505.24864 • Published May 30, 2025 • 146
ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development

Paper • 2506.05010 • Published Jun 5, 2025 • 80
SeedVR2: One-Step Video Restoration via Diffusion Adversarial Post-Training

Paper • 2506.05301 • Published Jun 5, 2025 • 59
LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning

Paper • 2505.16933 • Published May 22, 2025 • 34

Papers + RL/Reasoning

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

Paper • 2503.14476 • Published Mar 18, 2025 • 146
VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks

Paper • 2504.05118 • Published Apr 7, 2025 • 26
SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning

Paper • 2504.08600 • Published Apr 11, 2025 • 33
A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce

Paper • 2504.11343 • Published Apr 15, 2025 • 20

Large Language Model (LLM) and NLP related papers.

LoRA+: Efficient Low Rank Adaptation of Large Models

Paper • 2402.12354 • Published Feb 19, 2024 • 7
The FinBen: An Holistic Financial Benchmark for Large Language Models

Paper • 2402.12659 • Published Feb 20, 2024 • 24
TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization

Paper • 2402.13249 • Published Feb 20, 2024 • 15
TrustLLM: Trustworthiness in Large Language Models

Paper • 2401.05561 • Published Jan 10, 2024 • 69

AutoTriton: Automatic Triton Programming with Reinforcement Learning in LLMs

Paper • 2507.05687 • Published Jul 8, 2025 • 31
Perception-Aware Policy Optimization for Multimodal Reasoning

Paper • 2507.06448 • Published Jul 8, 2025 • 48
Re:Form -- Reducing Human Priors in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny

Paper • 2507.16331 • Published Jul 22, 2025 • 22
Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm

Paper • 2511.04570 • Published Nov 6, 2025 • 242

ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

Paper • 2505.24864 • Published May 30, 2025 • 146
ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development

Paper • 2506.05010 • Published Jun 5, 2025 • 80
SeedVR2: One-Step Video Restoration via Diffusion Adversarial Post-Training

Paper • 2506.05301 • Published Jun 5, 2025 • 59
LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning

Paper • 2505.16933 • Published May 22, 2025 • 34

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 259 • 99
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 39
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

Papers + RL/Reasoning

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

Paper • 2503.14476 • Published Mar 18, 2025 • 146
VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks

Paper • 2504.05118 • Published Apr 7, 2025 • 26
SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning

Paper • 2504.08600 • Published Apr 11, 2025 • 33
A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce

Paper • 2504.11343 • Published Apr 15, 2025 • 20

LazyLLM: Dynamic Token Pruning for Efficient Long Context LLM Inference

Paper • 2407.14057 • Published Jul 19, 2024 • 46
OpenThoughts: Data Recipes for Reasoning Models

Paper • 2506.04178 • Published Jun 4, 2025 • 54
Orak: A Foundational Benchmark for Training and Evaluating LLM Agents on Diverse Video Games

Paper • 2506.03610 • Published Jun 4, 2025 • 9
Vision Language Models are Biased

Paper • 2505.23941 • Published May 29, 2025 • 23

Large Language Model (LLM) and NLP related papers.

LoRA+: Efficient Low Rank Adaptation of Large Models

Paper • 2402.12354 • Published Feb 19, 2024 • 7
The FinBen: An Holistic Financial Benchmark for Large Language Models

Paper • 2402.12659 • Published Feb 20, 2024 • 24
TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization

Paper • 2402.13249 • Published Feb 20, 2024 • 15
TrustLLM: Trustworthiness in Large Language Models

Paper • 2401.05561 • Published Jan 10, 2024 • 69

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