WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning
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2411.02337
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Published
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34
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Mixture-of-Transformers: A Sparse and Scalable Architecture for Multi-Modal Foundation Models
Paper • 2411.04996 • Published • 50 -
Large Language Models Orchestrating Structured Reasoning Achieve Kaggle Grandmaster Level
Paper • 2411.03562 • Published • 65 -
StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization
Paper • 2410.08815 • Published • 44 -
Game-theoretic LLM: Agent Workflow for Negotiation Games
Paper • 2411.05990 • Published • 7 -
BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices
Paper • 2411.10640 • Published • 45 -
Puzzle: Distillation-Based NAS for Inference-Optimized LLMs
Paper • 2411.19146 • Published • 16 -
Snowflake/snowflake-arctic-embed-m-v2.0
Sentence Similarity • Updated • 10.6k • 53 -
Snowflake/snowflake-arctic-embed-l-v2.0
Sentence Similarity • Updated • 76k • 99 -
EXAONE 3.5: Series of Large Language Models for Real-world Use Cases
Paper • 2412.04862 • Published • 50 -
ruliad/deepthought-8b-llama-v0.01-alpha
Text Generation • Updated • 1.87k • 143 -
Critical Tokens Matter: Token-Level Contrastive Estimation Enhence LLM's Reasoning Capability
Paper • 2411.19943 • Published • 57 -
OCR Hinders RAG: Evaluating the Cascading Impact of OCR on Retrieval-Augmented Generation
Paper • 2412.02592 • Published • 21 -
RL Zero: Zero-Shot Language to Behaviors without any Supervision
Paper • 2412.05718 • Published • 4 -
VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation
Paper • 2412.10704 • Published • 15 -
RAG-RewardBench: Benchmarking Reward Models in Retrieval Augmented Generation for Preference Alignment
Paper • 2412.13746 • Published • 9 -
Wonderful Matrices: Combining for a More Efficient and Effective Foundation Model Architecture
Paper • 2412.11834 • Published • 6 -
Proposer-Agent-Evaluator(PAE): Autonomous Skill Discovery For Foundation Model Internet Agents
Paper • 2412.13194 • Published • 12 -
ReMoE: Fully Differentiable Mixture-of-Experts with ReLU Routing
Paper • 2412.14711 • Published • 16 -
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning
Paper • 2412.15797 • Published • 17 -
Progressive Multimodal Reasoning via Active Retrieval
Paper • 2412.14835 • Published • 73 -
MixLLM: LLM Quantization with Global Mixed-precision between Output-features and Highly-efficient System Design
Paper • 2412.14590 • Published • 14 -
Learned Compression for Compressed Learning
Paper • 2412.09405 • Published • 13 -
Token-Budget-Aware LLM Reasoning
Paper • 2412.18547 • Published • 45 -
ericsonwillians/distilbert-base-uncased-steam-sentiment
Text Classification • Updated • 118 -
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search
Paper • 2412.18319 • Published • 37 -
Personalized Graph-Based Retrieval for Large Language Models
Paper • 2501.02157 • Published • 28 -
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs
Paper • 2412.18925 • Published • 97 -
Multi-task retriever fine-tuning for domain-specific and efficient RAG
Paper • 2501.04652 • Published • 10 -
Search-o1: Agentic Search-Enhanced Large Reasoning Models
Paper • 2501.05366 • Published • 80 -
DepthMaster: Taming Diffusion Models for Monocular Depth Estimation
Paper • 2501.02576 • Published • 15 -
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models
Paper • 2501.03262 • Published • 87 -
BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning
Paper • 2501.03226 • Published • 37 -
Evolving Deeper LLM Thinking
Paper • 2501.09891 • Published • 98 -
Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models
Paper • 2501.09686 • Published • 35 -
RLHS: Mitigating Misalignment in RLHF with Hindsight Simulation
Paper • 2501.08617 • Published • 10 -
The Lessons of Developing Process Reward Models in Mathematical Reasoning
Paper • 2501.07301 • Published • 88 -
Multimodal LLMs Can Reason about Aesthetics in Zero-Shot
Paper • 2501.09012 • Published • 10 -
ChemAgent: Self-updating Library in Large Language Models Improves Chemical Reasoning
Paper • 2501.06590 • Published • 8 -
CodeElo: Benchmarking Competition-level Code Generation of LLMs with Human-comparable Elo Ratings
Paper • 2501.01257 • Published • 48 -
Step-KTO: Optimizing Mathematical Reasoning through Stepwise Binary Feedback
Paper • 2501.10799 • Published • 13 -
Control LLM: Controlled Evolution for Intelligence Retention in LLM
Paper • 2501.10979 • Published • 3 -
Autonomy-of-Experts Models
Paper • 2501.13074 • Published • 37 -
Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective
Paper • 2501.11110 • Published • 2 -
Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning
Paper • 2412.09078 • Published -
LLM2: Let Large Language Models Harness System 2 Reasoning
Paper • 2412.20372 • Published -
TinyThinker: Distilling Reasoning through Coarse-to-Fine Knowledge Internalization with Self-Reflection
Paper • 2412.08024 • Published -
Table as Thought: Exploring Structured Thoughts in LLM Reasoning
Paper • 2501.02152 • Published -
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Paper • 2501.12948 • Published • 226