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Collections including paper arxiv:2506.06395

Snowflake/Arctic-Text2SQL-R1-7B

8B • Updated May 29 • 12k • 56
Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Paper • 2505.24726 • Published May 30 • 277
Reinforcement Pre-Training

Paper • 2506.08007 • Published Jun 9 • 263
Drag-and-Drop LLMs: Zero-Shot Prompt-to-Weights

Paper • 2506.16406 • Published Jun 19 • 127

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
Discrete Diffusion in Large Language and Multimodal Models: A Survey

Paper • 2506.13759 • Published Jun 16 • 43
LongWriter-Zero: Mastering Ultra-Long Text Generation via Reinforcement Learning

Paper • 2506.18841 • Published Jun 23 • 56
SRFT: A Single-Stage Method with Supervised and Reinforcement Fine-Tuning for Reasoning

Paper • 2506.19767 • Published Jun 24 • 15

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
Magistral

Paper • 2506.10910 • Published Jun 12 • 65
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs

Paper • 2506.07240 • Published Jun 8 • 7
Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation

Paper • 2506.09991 • Published Jun 11 • 55

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
MultiFinBen: A Multilingual, Multimodal, and Difficulty-Aware Benchmark for Financial LLM Evaluation

Paper • 2506.14028 • Published Jun 16 • 93
UloRL:An Ultra-Long Output Reinforcement Learning Approach for Advancing Large Language Models' Reasoning Abilities

Paper • 2507.19766 • Published Jul 26 • 14

Reinforcement Pre-Training

Paper • 2506.08007 • Published Jun 9 • 263
Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

Paper • 2506.05176 • Published Jun 5 • 74
Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Paper • 2505.24726 • Published May 30 • 277

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133

DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Paper • 2501.12948 • Published Jan 22 • 429
Training Language Models to Self-Correct via Reinforcement Learning

Paper • 2409.12917 • Published Sep 19, 2024 • 140
StoryMaker: Towards Holistic Consistent Characters in Text-to-image Generation

Paper • 2409.12576 • Published Sep 19, 2024 • 16
Transformer Explainer: Interactive Learning of Text-Generative Models

Paper • 2408.04619 • Published Aug 8, 2024 • 172

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
FLEXITOKENS: Flexible Tokenization for Evolving Language Models

Paper • 2507.12720 • Published Jul 17 • 9

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
Does Math Reasoning Improve General LLM Capabilities? Understanding Transferability of LLM Reasoning

Paper • 2507.00432 • Published Jul 1 • 79

Snowflake/Arctic-Text2SQL-R1-7B

8B • Updated May 29 • 12k • 56
Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Paper • 2505.24726 • Published May 30 • 277
Reinforcement Pre-Training

Paper • 2506.08007 • Published Jun 9 • 263
Drag-and-Drop LLMs: Zero-Shot Prompt-to-Weights

Paper • 2506.16406 • Published Jun 19 • 127

Reinforcement Pre-Training

Paper • 2506.08007 • Published Jun 9 • 263
Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

Paper • 2506.05176 • Published Jun 5 • 74
Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Paper • 2505.24726 • Published May 30 • 277

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
Discrete Diffusion in Large Language and Multimodal Models: A Survey

Paper • 2506.13759 • Published Jun 16 • 43
LongWriter-Zero: Mastering Ultra-Long Text Generation via Reinforcement Learning

Paper • 2506.18841 • Published Jun 23 • 56
SRFT: A Single-Stage Method with Supervised and Reinforcement Fine-Tuning for Reasoning

Paper • 2506.19767 • Published Jun 24 • 15

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133

DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Paper • 2501.12948 • Published Jan 22 • 429
Training Language Models to Self-Correct via Reinforcement Learning

Paper • 2409.12917 • Published Sep 19, 2024 • 140
StoryMaker: Towards Holistic Consistent Characters in Text-to-image Generation

Paper • 2409.12576 • Published Sep 19, 2024 • 16
Transformer Explainer: Interactive Learning of Text-Generative Models

Paper • 2408.04619 • Published Aug 8, 2024 • 172

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
Magistral

Paper • 2506.10910 • Published Jun 12 • 65
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs

Paper • 2506.07240 • Published Jun 8 • 7
Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation

Paper • 2506.09991 • Published Jun 11 • 55

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
FLEXITOKENS: Flexible Tokenization for Evolving Language Models

Paper • 2507.12720 • Published Jul 17 • 9

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
MultiFinBen: A Multilingual, Multimodal, and Difficulty-Aware Benchmark for Financial LLM Evaluation

Paper • 2506.14028 • Published Jun 16 • 93
UloRL:An Ultra-Long Output Reinforcement Learning Approach for Advancing Large Language Models' Reasoning Abilities

Paper • 2507.19766 • Published Jul 26 • 14

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
Does Math Reasoning Improve General LLM Capabilities? Understanding Transferability of LLM Reasoning

Paper • 2507.00432 • Published Jul 1 • 79

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