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Collections including paper arxiv:2504.04022

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 127
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

Reasoning Introduces New Poisoning Attacks Yet Makes Them More Complicated

Paper • 2509.05739 • Published Sep 6, 2025 • 2
Loong: Synthesize Long Chain-of-Thoughts at Scale through Verifiers

Paper • 2509.03059 • Published Sep 3, 2025 • 26
Universal Deep Research: Bring Your Own Model and Strategy

Paper • 2509.00244 • Published Aug 29, 2025 • 14
<think> So let's replace this phrase with insult... </think> Lessons learned from generation of toxic texts with LLMs

Paper • 2509.08358 • Published Sep 10, 2025 • 13

Scaling Laws for Native Multimodal Models Scaling Laws for Native Multimodal Models

Paper • 2504.07951 • Published Apr 10, 2025 • 31
Have we unified image generation and understanding yet? An empirical study of GPT-4o's image generation ability

Paper • 2504.08003 • Published Apr 9, 2025 • 49
SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

Paper • 2504.11468 • Published Apr 10, 2025 • 30
Towards Learning to Complete Anything in Lidar

Paper • 2504.12264 • Published Apr 16, 2025 • 9

LLM pre-training

Rethinking Reflection in Pre-Training

Paper • 2504.04022 • Published Apr 5, 2025 • 80

Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 30
DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18, 2025 • 148
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18, 2025 • 140
Learning to Reason under Off-Policy Guidance

Paper • 2504.14945 • Published Apr 21, 2025 • 88

GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models

Paper • 2508.06471 • Published Aug 8, 2025 • 217
NVIDIA Nemotron Nano 2: An Accurate and Efficient Hybrid Mamba-Transformer Reasoning Model

Paper • 2508.14444 • Published Aug 20, 2025 • 50
Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Paper • 2507.06261 • Published Jul 7, 2025 • 69
MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention

Paper • 2506.13585 • Published Jun 16, 2025 • 279

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

Paper • 2504.01990 • Published Mar 31, 2025 • 305
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Paper • 2504.10479 • Published Apr 14, 2025 • 312
What, How, Where, and How Well? A Survey on Test-Time Scaling in Large Language Models

Paper • 2503.24235 • Published Mar 31, 2025 • 55
Seedream 3.0 Technical Report

Paper • 2504.11346 • Published Apr 15, 2025 • 71

VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks

Paper • 2504.05118 • Published Apr 7, 2025 • 27
T1: Tool-integrated Self-verification for Test-time Compute Scaling in Small Language Models

Paper • 2504.04718 • Published Apr 7, 2025 • 43
SynWorld: Virtual Scenario Synthesis for Agentic Action Knowledge Refinement

Paper • 2504.03561 • Published Apr 4, 2025 • 18
Concept Lancet: Image Editing with Compositional Representation Transplant

Paper • 2504.02828 • Published Apr 3, 2025 • 16

Rethinking Reflection in Pre-Training

Datasets & Artifacts related to the paper "Rethinking Reflection in Pre-Training"

Rethinking Reflection in Pre-Training

Paper • 2504.04022 • Published Apr 5, 2025 • 80
EssentialAI/gsm8k_adv

Viewer • Updated Apr 10, 2025 • 9.07k • 26 • 2
EssentialAI/gsm8k-platinum_adv

Viewer • Updated Apr 9, 2025 • 8.22k • 34 • 2
EssentialAI/cruxeval_i_adv

Viewer • Updated Apr 9, 2025 • 605 • 47 • 2

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 127
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 127
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models

Paper • 2508.06471 • Published Aug 8, 2025 • 217
NVIDIA Nemotron Nano 2: An Accurate and Efficient Hybrid Mamba-Transformer Reasoning Model

Paper • 2508.14444 • Published Aug 20, 2025 • 50
Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Paper • 2507.06261 • Published Jul 7, 2025 • 69
MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention

Paper • 2506.13585 • Published Jun 16, 2025 • 279

Reasoning Introduces New Poisoning Attacks Yet Makes Them More Complicated

Paper • 2509.05739 • Published Sep 6, 2025 • 2
Loong: Synthesize Long Chain-of-Thoughts at Scale through Verifiers

Paper • 2509.03059 • Published Sep 3, 2025 • 26
Universal Deep Research: Bring Your Own Model and Strategy

Paper • 2509.00244 • Published Aug 29, 2025 • 14
<think> So let's replace this phrase with insult... </think> Lessons learned from generation of toxic texts with LLMs

Paper • 2509.08358 • Published Sep 10, 2025 • 13

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

Paper • 2504.01990 • Published Mar 31, 2025 • 305
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Paper • 2504.10479 • Published Apr 14, 2025 • 312
What, How, Where, and How Well? A Survey on Test-Time Scaling in Large Language Models

Paper • 2503.24235 • Published Mar 31, 2025 • 55
Seedream 3.0 Technical Report

Paper • 2504.11346 • Published Apr 15, 2025 • 71

Scaling Laws for Native Multimodal Models Scaling Laws for Native Multimodal Models

Paper • 2504.07951 • Published Apr 10, 2025 • 31
Have we unified image generation and understanding yet? An empirical study of GPT-4o's image generation ability

Paper • 2504.08003 • Published Apr 9, 2025 • 49
SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

Paper • 2504.11468 • Published Apr 10, 2025 • 30
Towards Learning to Complete Anything in Lidar

Paper • 2504.12264 • Published Apr 16, 2025 • 9

VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks

Paper • 2504.05118 • Published Apr 7, 2025 • 27
T1: Tool-integrated Self-verification for Test-time Compute Scaling in Small Language Models

Paper • 2504.04718 • Published Apr 7, 2025 • 43
SynWorld: Virtual Scenario Synthesis for Agentic Action Knowledge Refinement

Paper • 2504.03561 • Published Apr 4, 2025 • 18
Concept Lancet: Image Editing with Compositional Representation Transplant

Paper • 2504.02828 • Published Apr 3, 2025 • 16

LLM pre-training

Rethinking Reflection in Pre-Training

Paper • 2504.04022 • Published Apr 5, 2025 • 80

Rethinking Reflection in Pre-Training

Datasets & Artifacts related to the paper "Rethinking Reflection in Pre-Training"

Rethinking Reflection in Pre-Training

Paper • 2504.04022 • Published Apr 5, 2025 • 80
EssentialAI/gsm8k_adv

Viewer • Updated Apr 10, 2025 • 9.07k • 26 • 2
EssentialAI/gsm8k-platinum_adv

Viewer • Updated Apr 9, 2025 • 8.22k • 34 • 2
EssentialAI/cruxeval_i_adv

Viewer • Updated Apr 9, 2025 • 605 • 47 • 2

Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 30
DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18, 2025 • 148
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18, 2025 • 140
Learning to Reason under Off-Policy Guidance

Paper • 2504.14945 • Published Apr 21, 2025 • 88

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 127
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

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