Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards Paper • 2601.06021 • Published 20 days ago • 43
DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI Paper • 2512.16676 • Published Dec 18, 2025 • 214
Glyph: Scaling Context Windows via Visual-Text Compression Paper • 2510.17800 • Published Oct 20, 2025 • 68
Boundary-Guided Policy Optimization for Memory-efficient RL of Diffusion Large Language Models Paper • 2510.11683 • Published Oct 13, 2025 • 15
DeepPrune: Parallel Scaling without Inter-trace Redundancy Paper • 2510.08483 • Published Oct 9, 2025 • 24
StockBench: Can LLM Agents Trade Stocks Profitably In Real-world Markets? Paper • 2510.02209 • Published Oct 2, 2025 • 54
SIRI: Scaling Iterative Reinforcement Learning with Interleaved Compression Paper • 2509.25176 • Published Sep 29, 2025 • 14
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning Paper • 2507.01006 • Published Jul 1, 2025 • 250
GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models Paper • 2508.06471 • Published Aug 8, 2025 • 205
LongWriter-Zero: Mastering Ultra-Long Text Generation via Reinforcement Learning Paper • 2506.18841 • Published Jun 23, 2025 • 56
MMR-V: What's Left Unsaid? A Benchmark for Multimodal Deep Reasoning in Videos Paper • 2506.04141 • Published Jun 4, 2025 • 29
Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis Paper • 2506.04142 • Published Jun 4, 2025 • 27
SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models Paper • 2506.04180 • Published Jun 4, 2025 • 34
Hard Negative Contrastive Learning for Fine-Grained Geometric Understanding in Large Multimodal Models Paper • 2505.20152 • Published May 26, 2025 • 11
AdaptThink: Reasoning Models Can Learn When to Think Paper • 2505.13417 • Published May 19, 2025 • 83
Absolute Zero: Reinforced Self-play Reasoning with Zero Data Paper • 2505.03335 • Published May 6, 2025 • 189
An LMM for Efficient Video Understanding via Reinforced Compression of Video Cubes Paper • 2504.15270 • Published Apr 21, 2025 • 9
AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge Reasoning Paper • 2411.16495 • Published Nov 25, 2024 • 3