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Collections including paper arxiv:2502.06703

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published 22 days ago • 24
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published 19 days ago • 26
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published 18 days ago • 105
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

Cognitive Architecture

Towards Modular LLMs by Building and Reusing a Library of LoRAs

Paper • 2405.11157 • Published May 18, 2024 • 28
Self-MoE: Towards Compositional Large Language Models with Self-Specialized Experts

Paper • 2406.12034 • Published Jun 17, 2024 • 15
FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMs

Paper • 2407.04051 • Published Jul 4, 2024 • 36
OLMoE: Open Mixture-of-Experts Language Models

Paper • 2409.02060 • Published Sep 3, 2024 • 78

interesting stuff

about 7 hours ago

Chain-of-Verification Reduces Hallucination in Large Language Models

Paper • 2309.11495 • Published Sep 20, 2023 • 37
Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 77
CulturaX: A Cleaned, Enormous, and Multilingual Dataset for Large Language Models in 167 Languages

Paper • 2309.09400 • Published Sep 17, 2023 • 85
Language Modeling Is Compression

Paper • 2309.10668 • Published Sep 19, 2023 • 83

CMoE: Fast Carving of Mixture-of-Experts for Efficient LLM Inference

Paper • 2502.04416 • Published 9 days ago • 10
Competitive Programming with Large Reasoning Models

Paper • 2502.06807 • Published 12 days ago • 54
Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling

Paper • 2502.06703 • Published 5 days ago • 118

Adding NVMe SSDs to Enable and Accelerate 100B Model Fine-tuning on a Single GPU

Paper • 2403.06504 • Published Mar 11, 2024 • 53
Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling

Paper • 2502.06703 • Published 5 days ago • 118

Reasoning Models

Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs

Paper • 2501.18585 • Published 16 days ago • 53
LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!

Paper • 2502.07374 • Published 4 days ago • 27
Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling

Paper • 2502.06703 • Published 5 days ago • 118

Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

Paper • 2412.13663 • Published Dec 18, 2024 • 132
Qwen2.5 Technical Report

Paper • 2412.15115 • Published Dec 19, 2024 • 345
Are Your LLMs Capable of Stable Reasoning?

Paper • 2412.13147 • Published Dec 17, 2024 • 92
Byte Latent Transformer: Patches Scale Better Than Tokens

Paper • 2412.09871 • Published Dec 13, 2024 • 92

about 21 hours ago

MLLM-as-a-Judge for Image Safety without Human Labeling

Paper • 2501.00192 • Published Dec 31, 2024 • 25
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining

Paper • 2501.00958 • Published Jan 1 • 99
Xmodel-2 Technical Report

Paper • 2412.19638 • Published Dec 27, 2024 • 25
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Paper • 2412.18925 • Published Dec 25, 2024 • 97

Reasoning, Thinking and RL

about 22 hours ago

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 37
Token-Budget-Aware LLM Reasoning

Paper • 2412.18547 • Published Dec 24, 2024 • 46
Efficiently Serving LLM Reasoning Programs with Certaindex

Paper • 2412.20993 • Published Dec 30, 2024 • 35
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Paper • 2412.17256 • Published Dec 23, 2024 • 46

Transformer^2: Self-adaptive LLMs

Paper • 2501.06252 • Published Jan 9 • 53
s1: Simple test-time scaling

Paper • 2501.19393 • Published 15 days ago • 100
Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling

Paper • 2502.06703 • Published 5 days ago • 118
Parameters vs FLOPs: Scaling Laws for Optimal Sparsity for Mixture-of-Experts Language Models

Paper • 2501.12370 • Published 25 days ago • 11

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