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upvoted a paper about 10 hours ago

Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It

Paper • 2606.26027 • Published 3 days ago • 10

upvoted a paper 15 days ago

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application

Paper • 2606.12191 • Published 17 days ago • 67

upvoted a paper 2 months ago

From P(y|x) to P(y): Investigating Reinforcement Learning in Pre-train Space

Paper • 2604.14142 • Published Apr 15 • 30

upvoted a paper 4 months ago

MMR-Life: Piecing Together Real-life Scenes for Multimodal Multi-image Reasoning

Paper • 2603.02024 • Published Mar 2 • 47

upvoted a paper 5 months ago

Dancing in Chains: Strategic Persuasion in Academic Rebuttal via Theory of Mind

Paper • 2601.15715 • Published Jan 22 • 14

upvoted a paper 7 months ago

Composing Concepts from Images and Videos via Concept-prompt Binding

Paper • 2512.09824 • Published Dec 10, 2025 • 28

upvoted a paper 8 months ago

Omni-Reward: Towards Generalist Omni-Modal Reward Modeling with Free-Form Preferences

Paper • 2510.23451 • Published Oct 27, 2025 • 28

upvoted a paper 9 months ago

DeepPrune: Parallel Scaling without Inter-trace Redundancy

Paper • 2510.08483 • Published Oct 9, 2025 • 24

upvoted 2 papers about 1 year ago

Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis

Paper • 2506.04142 • Published Jun 4, 2025 • 28

MMR-V: What's Left Unsaid? A Benchmark for Multimodal Deep Reasoning in Videos

Paper • 2506.04141 • Published Jun 4, 2025 • 31