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Collections including paper arxiv:2604.14164

A Teacher–Student Cooperation Framework to Synthesize Student-Consistent SFT Data

How to Fine-Tune a Reasoning Model? A Teacher-Student Cooperation Framework to Synthesize Student-Consistent SFT Data

Paper • 2604.14164 • Published Mar 23 • 35
CoopReason/TESSY-Code-80K

Viewer • Updated May 1 • 80k • 894 • 10
CoopReason/TESSY-Math-12K

Viewer • Updated May 1 • 12.2k • 251 • 6
CoopReason/TESSY-SuperGPQA-3K

Viewer • Updated May 1 • 3.31k • 3.18k • 7

Large Language Models Generate Harmful Responses Using a Distinct Mechanism, Shared Across Harm Types

Paper • 2604.09544 • Published Aug 24 • 7
OmniJigsaw: Enhancing Omni-Modal Reasoning via Modality-Orchestrated Reordering

Paper • 2604.08209 • Published Apr 9 • 24
Training a Student Expert via Semi-Supervised Foundation Model Distillation

Paper • 2604.03841 • Published Apr 4 • 8
How to Fine-Tune a Reasoning Model? A Teacher-Student Cooperation Framework to Synthesize Student-Consistent SFT Data

Paper • 2604.14164 • Published Mar 23 • 35

PretrainZero: Reinforcement Active Pretraining

Paper • 2512.03442 • Published Dec 3, 2025 • 51
UniQL: Unified Quantization and Low-rank Compression for Adaptive Edge LLMs

Paper • 2512.03383 • Published Dec 3, 2025 • 6
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration

Paper • 2511.21689 • Published Nov 26, 2025 • 128
Nemotron-Flash: Towards Latency-Optimal Hybrid Small Language Models

Paper • 2511.18890 • Published Nov 24, 2025 • 36

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 407 • 105
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 42
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 90
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 89

Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 39
Prometheus: Inducing Fine-grained Evaluation Capability in Language Models

Paper • 2310.08491 • Published Oct 12, 2023 • 56
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Paper • 2411.04282 • Published Nov 6, 2024 • 35
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Paper • 2411.14432 • Published Nov 21, 2024 • 25

How to Fine-Tune a Reasoning Model? A Teacher-Student Cooperation Framework to Synthesize Student-Consistent SFT Data

Paper • 2604.14164 • Published Mar 23 • 35
Running

MCP

10

SmolFactory

🏭

10

SmolFactory is a e2e model maker

Self Supervision

Self-Supervised Prompt Optimization

Paper • 2502.06855 • Published Feb 7, 2025 • 18
Context Learning for Multi-Agent Discussion

Paper • 2602.02350 • Published Feb 2 • 4
XSkill: Continual Learning from Experience and Skills in Multimodal Agents

Paper • 2603.12056 • Published Jul 1 • 33
Online Experiential Learning for Language Models

Paper • 2603.16856 • Published Mar 17 • 59

The Art of Scaling Reinforcement Learning Compute for LLMs

Paper • 2510.13786 • Published Oct 15, 2025 • 34
Attention Is All You Need for KV Cache in Diffusion LLMs

Paper • 2510.14973 • Published Oct 16, 2025 • 43
BitNet Distillation

Paper • 2510.13998 • Published Oct 15, 2025 • 62
GigaBrain-0: A World Model-Powered Vision-Language-Action Model

Paper • 2510.19430 • Published Oct 22, 2025 • 55

When Scaling Meets LLM Finetuning: The Effect of Data, Model and Finetuning Method

Paper • 2402.17193 • Published Feb 27, 2024 • 26
What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective

Paper • 2410.23743 • Published Oct 31, 2024 • 62
Direct Preference Optimization Using Sparse Feature-Level Constraints

Paper • 2411.07618 • Published Nov 12, 2024 • 17
Transformer^2: Self-adaptive LLMs

Paper • 2501.06252 • Published Jan 9, 2025 • 54

A Teacher–Student Cooperation Framework to Synthesize Student-Consistent SFT Data

How to Fine-Tune a Reasoning Model? A Teacher-Student Cooperation Framework to Synthesize Student-Consistent SFT Data

Paper • 2604.14164 • Published Mar 23 • 35
CoopReason/TESSY-Code-80K

Viewer • Updated May 1 • 80k • 894 • 10
CoopReason/TESSY-Math-12K

Viewer • Updated May 1 • 12.2k • 251 • 6
CoopReason/TESSY-SuperGPQA-3K

Viewer • Updated May 1 • 3.31k • 3.18k • 7

How to Fine-Tune a Reasoning Model? A Teacher-Student Cooperation Framework to Synthesize Student-Consistent SFT Data

Paper • 2604.14164 • Published Mar 23 • 35
Running

MCP

10

SmolFactory

🏭

10

SmolFactory is a e2e model maker

Large Language Models Generate Harmful Responses Using a Distinct Mechanism, Shared Across Harm Types

Paper • 2604.09544 • Published Aug 24 • 7
OmniJigsaw: Enhancing Omni-Modal Reasoning via Modality-Orchestrated Reordering

Paper • 2604.08209 • Published Apr 9 • 24
Training a Student Expert via Semi-Supervised Foundation Model Distillation

Paper • 2604.03841 • Published Apr 4 • 8
How to Fine-Tune a Reasoning Model? A Teacher-Student Cooperation Framework to Synthesize Student-Consistent SFT Data

Paper • 2604.14164 • Published Mar 23 • 35

Self Supervision

Self-Supervised Prompt Optimization

Paper • 2502.06855 • Published Feb 7, 2025 • 18
Context Learning for Multi-Agent Discussion

Paper • 2602.02350 • Published Feb 2 • 4
XSkill: Continual Learning from Experience and Skills in Multimodal Agents

Paper • 2603.12056 • Published Jul 1 • 33
Online Experiential Learning for Language Models

Paper • 2603.16856 • Published Mar 17 • 59

PretrainZero: Reinforcement Active Pretraining

Paper • 2512.03442 • Published Dec 3, 2025 • 51
UniQL: Unified Quantization and Low-rank Compression for Adaptive Edge LLMs

Paper • 2512.03383 • Published Dec 3, 2025 • 6
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration

Paper • 2511.21689 • Published Nov 26, 2025 • 128
Nemotron-Flash: Towards Latency-Optimal Hybrid Small Language Models

Paper • 2511.18890 • Published Nov 24, 2025 • 36

The Art of Scaling Reinforcement Learning Compute for LLMs

Paper • 2510.13786 • Published Oct 15, 2025 • 34
Attention Is All You Need for KV Cache in Diffusion LLMs

Paper • 2510.14973 • Published Oct 16, 2025 • 43
BitNet Distillation

Paper • 2510.13998 • Published Oct 15, 2025 • 62
GigaBrain-0: A World Model-Powered Vision-Language-Action Model

Paper • 2510.19430 • Published Oct 22, 2025 • 55

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 407 • 105
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 42
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 90
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 89

When Scaling Meets LLM Finetuning: The Effect of Data, Model and Finetuning Method

Paper • 2402.17193 • Published Feb 27, 2024 • 26
What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective

Paper • 2410.23743 • Published Oct 31, 2024 • 62
Direct Preference Optimization Using Sparse Feature-Level Constraints

Paper • 2411.07618 • Published Nov 12, 2024 • 17
Transformer^2: Self-adaptive LLMs

Paper • 2501.06252 • Published Jan 9, 2025 • 54

Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 39
Prometheus: Inducing Fine-grained Evaluation Capability in Language Models

Paper • 2310.08491 • Published Oct 12, 2023 • 56
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Paper • 2411.04282 • Published Nov 6, 2024 • 35
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Paper • 2411.14432 • Published Nov 21, 2024 • 25

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