Less is More: Recursive Reasoning with Tiny Networks
Paper
• 2510.04871 • Published
• 509
papers
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When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs
Paper • 2510.07499 • Published • 48 -
Improving Context Fidelity via Native Retrieval-Augmented Reasoning
Paper • 2509.13683 • Published • 8 -
Multimodal Iterative RAG for Knowledge-Intensive Visual Question Answering
Paper • 2509.00798 • Published • 1 -
Retrieval Feedback Memory Enhancement Large Model Retrieval Generation Method
Paper • 2508.17862 • Published -
Improving Factuality in LLMs via Inference-Time Knowledge Graph Construction
Paper • 2509.03540 • Published • 1 -
Transforming Questions and Documents for Semantically Aligned Retrieval-Augmented Generation
Paper • 2508.09755 • Published -
MIRAGE: Scaling Test-Time Inference with Parallel Graph-Retrieval-Augmented Reasoning Chains
Paper • 2508.18260 • Published -
From Ranking to Selection: A Simple but Efficient Dynamic Passage Selector for Retrieval Augmented Generation
Paper • 2508.09497 • Published -
MemMamba: Rethinking Memory Patterns in State Space Model
Paper • 2510.03279 • Published • 73 -
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Paper • 2408.03314 • Published • 63 -
TAG: A Decentralized Framework for Multi-Agent Hierarchical Reinforcement Learning
Paper • 2502.15425 • Published • 9 -
Visual-RFT: Visual Reinforcement Fine-Tuning
Paper • 2503.01785 • Published • 86 -
Qwen2.5-Omni Technical Report
Paper • 2503.20215 • Published • 170 -
Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning
Paper • 2406.06469 • Published • 29 -
Cognitive Kernel: An Open-source Agent System towards Generalist Autopilots
Paper • 2409.10277 • Published • 1 -
Breaking the Modality Barrier: Universal Embedding Learning with Multimodal LLMs
Paper • 2504.17432 • Published • 40 -
ARM: Adaptive Reasoning Model
Paper • 2505.20258 • Published • 45 -
Beyond the Exploration-Exploitation Trade-off: A Hidden State Approach for LLM Reasoning in RLVR
Paper • 2509.23808 • Published • 47 -
Reactive Transformer (RxT) -- Stateful Real-Time Processing for Event-Driven Reactive Language Models
Paper • 2510.03561 • Published • 25 -
JULI: Jailbreak Large Language Models by Self-Introspection
Paper • 2505.11790 • Published • 1 -
Reward Reasoning Model
Paper • 2505.14674 • Published • 37 -
CodeContests+: High-Quality Test Case Generation for Competitive Programming
Paper • 2506.05817 • Published • 9 -
Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens
Paper • 2508.01191 • Published • 238 -
Revisiting Chain-of-Thought Prompting: Zero-shot Can Be Stronger than Few-shot
Paper • 2506.14641 • Published -
The Synergy Dilemma of Long-CoT SFT and RL: Investigating Post-Training Techniques for Reasoning VLMs
Paper • 2507.07562 • Published • 1 -
Chain-of-Thought Prompting Obscures Hallucination Cues in Large Language Models: An Empirical Evaluation
Paper • 2506.17088 • Published -
DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Paper • 2503.14476 • Published • 144 -
Towards General-Purpose Model-Free Reinforcement Learning
Paper • 2501.16142 • Published • 31 -
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?
Paper • 2504.13837 • Published • 139 -
Learning to Reason under Off-Policy Guidance
Paper • 2504.14945 • Published • 88 -
TTRL: Test-Time Reinforcement Learning
Paper • 2504.16084 • Published • 120 -
Distilling LLM Agent into Small Models with Retrieval and Code Tools
Paper • 2505.17612 • Published • 81 -
Absolute Zero: Reinforced Self-play Reasoning with Zero Data
Paper • 2505.03335 • Published • 189 -
MemOS: A Memory OS for AI System
Paper • 2507.03724 • Published • 160 -
A Survey of Context Engineering for Large Language Models
Paper • 2507.13334 • Published • 261 -
Fast-dLLM v2: Efficient Block-Diffusion LLM
Paper • 2509.26328 • Published • 58 -
CoDA: Coding LM via Diffusion Adaptation
Paper • 2510.03270 • Published • 43 -
Drax: Speech Recognition with Discrete Flow Matching
Paper • 2510.04162 • Published • 27 -
Scaling Code-Assisted Chain-of-Thoughts and Instructions for Model Reasoning
Paper • 2510.04081 • Published • 23