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Collections including paper arxiv:2505.19590

Collection of research papers I find interesting on reasoning models

Learning to Reason without External Rewards

Paper • 2505.19590 • Published May 26, 2025 • 31
Scalable Best-of-N Selection for Large Language Models via Self-Certainty

Paper • 2502.18581 • Published Feb 25, 2025
Training Large Language Models to Reason in a Continuous Latent Space

Paper • 2412.06769 • Published Dec 9, 2024 • 94
Fractured Chain-of-Thought Reasoning

Paper • 2505.12992 • Published May 19, 2025 • 23

Representation & Optimization

Understanding about representation sheds light on optimization

Nuclear Norm Regularization for Deep Learning

Paper • 2405.14544 • Published May 23, 2024 • 1
Token embeddings violate the manifold hypothesis

Paper • 2504.01002 • Published Apr 1, 2025 • 1
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers

Paper • 2403.10476 • Published Mar 15, 2024 • 1
ElaLoRA: Elastic & Learnable Low-Rank Adaptation for Efficient Model Fine-Tuning

Paper • 2504.00254 • Published Mar 31, 2025 • 1

Interesting Papers

Chronos: Learning the Language of Time Series

Paper • 2403.07815 • Published Mar 12, 2024 • 49
McGill-NLP/Llama-3-8B-Web

Text Generation • 8B • Updated Apr 26, 2024 • 45 • 214
Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Paper • 2505.24726 • Published May 30, 2025 • 282
Incentivizing LLMs to Self-Verify Their Answers

Paper • 2506.01369 • Published Jun 2, 2025 • 1

PotentialApplication

Let LLMs Break Free from Overthinking via Self-Braking Tuning

Paper • 2505.14604 • Published May 20, 2025 • 23
AGENTIF: Benchmarking Instruction Following of Large Language Models in Agentic Scenarios

Paper • 2505.16944 • Published May 22, 2025 • 8
Training Step-Level Reasoning Verifiers with Formal Verification Tools

Paper • 2505.15960 • Published May 21, 2025 • 7
The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning

Paper • 2505.15134 • Published May 21, 2025 • 7

SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models

Paper • 2412.11605 • Published Dec 16, 2024 • 18
Byte Latent Transformer: Patches Scale Better Than Tokens

Paper • 2412.09871 • Published Dec 13, 2024 • 108
Fourier Position Embedding: Enhancing Attention's Periodic Extension for Length Generalization

Paper • 2412.17739 • Published Dec 23, 2024 • 41
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval

Paper • 2412.15443 • Published Dec 19, 2024 • 10

Collection of research papers I find interesting on reasoning models

Learning to Reason without External Rewards

Paper • 2505.19590 • Published May 26, 2025 • 31
Scalable Best-of-N Selection for Large Language Models via Self-Certainty

Paper • 2502.18581 • Published Feb 25, 2025
Training Large Language Models to Reason in a Continuous Latent Space

Paper • 2412.06769 • Published Dec 9, 2024 • 94
Fractured Chain-of-Thought Reasoning

Paper • 2505.12992 • Published May 19, 2025 • 23

PotentialApplication

Let LLMs Break Free from Overthinking via Self-Braking Tuning

Paper • 2505.14604 • Published May 20, 2025 • 23
AGENTIF: Benchmarking Instruction Following of Large Language Models in Agentic Scenarios

Paper • 2505.16944 • Published May 22, 2025 • 8
Training Step-Level Reasoning Verifiers with Formal Verification Tools

Paper • 2505.15960 • Published May 21, 2025 • 7
The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning

Paper • 2505.15134 • Published May 21, 2025 • 7

Representation & Optimization

Understanding about representation sheds light on optimization

Nuclear Norm Regularization for Deep Learning

Paper • 2405.14544 • Published May 23, 2024 • 1
Token embeddings violate the manifold hypothesis

Paper • 2504.01002 • Published Apr 1, 2025 • 1
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers

Paper • 2403.10476 • Published Mar 15, 2024 • 1
ElaLoRA: Elastic & Learnable Low-Rank Adaptation for Efficient Model Fine-Tuning

Paper • 2504.00254 • Published Mar 31, 2025 • 1

SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models

Paper • 2412.11605 • Published Dec 16, 2024 • 18
Byte Latent Transformer: Patches Scale Better Than Tokens

Paper • 2412.09871 • Published Dec 13, 2024 • 108
Fourier Position Embedding: Enhancing Attention's Periodic Extension for Length Generalization

Paper • 2412.17739 • Published Dec 23, 2024 • 41
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval

Paper • 2412.15443 • Published Dec 19, 2024 • 10

Interesting Papers

Chronos: Learning the Language of Time Series

Paper • 2403.07815 • Published Mar 12, 2024 • 49
McGill-NLP/Llama-3-8B-Web

Text Generation • 8B • Updated Apr 26, 2024 • 45 • 214
Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Paper • 2505.24726 • Published May 30, 2025 • 282
Incentivizing LLMs to Self-Verify Their Answers

Paper • 2506.01369 • Published Jun 2, 2025 • 1

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