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Collections including paper arxiv:2502.03373

Large Language Model (LLM) and NLP related papers.

LoRA+: Efficient Low Rank Adaptation of Large Models

Paper • 2402.12354 • Published Feb 19, 2024 • 6
The FinBen: An Holistic Financial Benchmark for Large Language Models

Paper • 2402.12659 • Published Feb 20, 2024 • 21
TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization

Paper • 2402.13249 • Published Feb 20, 2024 • 13
TrustLLM: Trustworthiness in Large Language Models

Paper • 2401.05561 • Published Jan 10, 2024 • 69

Evolving Deeper LLM Thinking

Paper • 2501.09891 • Published Jan 17 • 106
PaSa: An LLM Agent for Comprehensive Academic Paper Search

Paper • 2501.10120 • Published Jan 17 • 43
Multiple Choice Questions: Reasoning Makes Large Language Models (LLMs) More Self-Confident Even When They Are Wrong

Paper • 2501.09775 • Published Jan 16 • 29
ComplexFuncBench: Exploring Multi-Step and Constrained Function Calling under Long-Context Scenario

Paper • 2501.10132 • Published Jan 17 • 19

Demysitifying Long CoT

Curation of resources used in the paper "Demystifying Long Chain-of-Thought Reasoning in LLMs"

Demystifying Long Chain-of-Thought Reasoning in LLMs

Paper • 2502.03373 • Published 17 days ago • 51

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Paper • 2501.09686 • Published Jan 16 • 36
Optimizing Large Language Model Training Using FP4 Quantization

Paper • 2501.17116 • Published 25 days ago • 35
Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Paper • 2502.02508 • Published 18 days ago • 21
On Teacher Hacking in Language Model Distillation

Paper • 2502.02671 • Published 17 days ago • 17

Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial?

Paper • 2502.00674 • Published 20 days ago • 12
Demystifying Long Chain-of-Thought Reasoning in LLMs

Paper • 2502.03373 • Published 17 days ago • 51
SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model

Paper • 2502.02737 • Published 17 days ago • 187
DeepRAG: Thinking to Retrieval Step by Step for Large Language Models

Paper • 2502.01142 • Published 19 days ago • 23

Chain of Thoughts LLM

Demystifying Long Chain-of-Thought Reasoning in LLMs

Paper • 2502.03373 • Published 17 days ago • 51
LIMO: Less is More for Reasoning

Paper • 2502.03387 • Published 17 days ago • 56

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published 29 days ago • 24
Towards General-Purpose Model-Free Reinforcement Learning

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

Paper • 2501.17161 • Published 24 days ago • 106
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

Test-Time Compute/Optimal Scaling

Scaling LLM Inference with Optimized Sample Compute Allocation

Paper • 2410.22480 • Published Oct 29, 2024
Test-time Computing: from System-1 Thinking to System-2 Thinking

Paper • 2501.02497 • Published Jan 5 • 41
Scaling of Search and Learning: A Roadmap to Reproduce o1 from Reinforcement Learning Perspective

Paper • 2412.14135 • Published Dec 18, 2024
Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though

Paper • 2501.04682 • Published Jan 8 • 90

Reasoning, Thinking and RL

about 11 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 • 36
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Paper • 2412.17256 • Published Dec 23, 2024 • 46

On Memorization of Large Language Models in Logical Reasoning

Paper • 2410.23123 • Published Oct 30, 2024 • 18
LLMs Do Not Think Step-by-step In Implicit Reasoning

Paper • 2411.15862 • Published Nov 24, 2024 • 10
Training Large Language Models to Reason in a Continuous Latent Space

Paper • 2412.06769 • Published Dec 9, 2024 • 78
Deliberation in Latent Space via Differentiable Cache Augmentation

Paper • 2412.17747 • Published Dec 23, 2024 • 30

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