Reasoning Introduces New Poisoning Attacks Yet Makes Them More Complicated
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reasoning llm
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Loong: Synthesize Long Chain-of-Thoughts at Scale through Verifiers
Paper • 2509.03059 • Published • 24 -
Universal Deep Research: Bring Your Own Model and Strategy
Paper • 2509.00244 • Published • 13 -
<think> So let's replace this phrase with insult... </think> Lessons learned from generation of toxic texts with LLMs
Paper • 2509.08358 • Published • 13 -
BeyondWeb: Lessons from Scaling Synthetic Data for Trillion-scale Pretraining
Paper • 2508.10975 • Published • 60 -
A Survey on Latent Reasoning
Paper • 2507.06203 • Published • 93 -
Does Math Reasoning Improve General LLM Capabilities? Understanding Transferability of LLM Reasoning
Paper • 2507.00432 • Published • 79 -
MegaScience: Pushing the Frontiers of Post-Training Datasets for Science Reasoning
Paper • 2507.16812 • Published • 63 -
Generative AI Act II: Test Time Scaling Drives Cognition Engineering
Paper • 2504.13828 • Published • 18 -
ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning
Paper • 2506.09513 • Published • 101 -
FineWeb2: One Pipeline to Scale Them All -- Adapting Pre-Training Data Processing to Every Language
Paper • 2506.20920 • Published • 75 -
Large Language Models for Data Synthesis
Paper • 2505.14752 • Published • 49 -
OpenThoughts: Data Recipes for Reasoning Models
Paper • 2506.04178 • Published • 50 -
Skywork Open Reasoner 1 Technical Report
Paper • 2505.22312 • Published • 54 -
NaturalReasoning: Reasoning in the Wild with 2.8M Challenging Questions
Paper • 2502.13124 • Published • 6 -
OpenCodeReasoning: Advancing Data Distillation for Competitive Coding
Paper • 2504.01943 • Published • 15 -
OpenCodeReasoning-II: A Simple Test Time Scaling Approach via Self-Critique
Paper • 2507.09075 • Published • 15 -
OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling
Paper • 2506.20512 • Published • 48 -
The Common Pile v0.1: An 8TB Dataset of Public Domain and Openly Licensed Text
Paper • 2506.05209 • Published • 59 -
Essential-Web v1.0: 24T tokens of organized web data
Paper • 2506.14111 • Published • 46 -
HardTests: Synthesizing High-Quality Test Cases for LLM Coding
Paper • 2505.24098 • Published • 43 -
Xolver: Multi-Agent Reasoning with Holistic Experience Learning Just Like an Olympiad Team
Paper • 2506.14234 • Published • 41 -
SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and Beyond
Paper • 2505.19641 • Published • 68 -
WebThinker: Empowering Large Reasoning Models with Deep Research Capability
Paper • 2504.21776 • Published • 59 -
Don't Overthink it. Preferring Shorter Thinking Chains for Improved LLM Reasoning
Paper • 2505.17813 • Published • 58 -
Thinkless: LLM Learns When to Think
Paper • 2505.13379 • Published • 50 -
Phi-4-Mini-Reasoning: Exploring the Limits of Small Reasoning Language Models in Math
Paper • 2504.21233 • Published • 49 -
COIG-P: A High-Quality and Large-Scale Chinese Preference Dataset for Alignment with Human Values
Paper • 2504.05535 • Published • 44 -
MegaMath: Pushing the Limits of Open Math Corpora
Paper • 2504.02807 • Published • 35 -
Ultra-FineWeb: Efficient Data Filtering and Verification for High-Quality LLM Training Data
Paper • 2505.05427 • Published • 4 -
The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale
Paper • 2406.17557 • Published • 99 -
OpenCSG Chinese Corpus: A Series of High-quality Chinese Datasets for LLM Training
Paper • 2501.08197 • Published • 9 -
Nemotron-CC: Transforming Common Crawl into a Refined Long-Horizon Pretraining Dataset
Paper • 2412.02595 • Published • 5 -
DataComp-LM: In search of the next generation of training sets for language models
Paper • 2406.11794 • Published • 55 -
Improving Pretraining Data Using Perplexity Correlations
Paper • 2409.05816 • Published -
Rethinking Reflection in Pre-Training
Paper • 2504.04022 • Published • 80 -
START: Self-taught Reasoner with Tools
Paper • 2503.04625 • Published • 113 -
Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Paper • 2503.21460 • Published • 83 -
Babel: Open Multilingual Large Language Models Serving Over 90% of Global Speakers
Paper • 2503.00865 • Published • 64 -
A Comprehensive Survey on Long Context Language Modeling
Paper • 2503.17407 • Published • 49 -
Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning
Paper • 2503.15558 • Published • 50 -
Open Deep Search: Democratizing Search with Open-source Reasoning Agents
Paper • 2503.20201 • Published • 48 -
Understanding the Thinking Process of Reasoning Models: A Perspective from Schoenfeld's Episode Theory
Paper • 2509.14662 • Published • 13 -
AlphaApollo: Orchestrating Foundation Models and Professional Tools into a Self-Evolving System for Deep Agentic Reasoning
Paper • 2510.06261 • Published • 5