ASTRA: Automated Synthesis of agentic Trajectories and Reinforcement Arenas Paper • 2601.21558 • Published 11 days ago • 58
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text Paper • 2601.22975 • Published 10 days ago • 87
Scaling Embeddings Outperforms Scaling Experts in Language Models Paper • 2601.21204 • Published 11 days ago • 97
AgentDoG: A Diagnostic Guardrail Framework for AI Agent Safety and Security Paper • 2601.18491 • Published 14 days ago • 122
Can LLMs Clean Up Your Mess? A Survey of Application-Ready Data Preparation with LLMs Paper • 2601.17058 • Published 18 days ago • 186
LightOnOCR: A 1B End-to-End Multilingual Vision-Language Model for State-of-the-Art OCR Paper • 2601.14251 • Published 19 days ago • 24
ToolSafe: Enhancing Tool Invocation Safety of LLM-based agents via Proactive Step-level Guardrail and Feedback Paper • 2601.10156 • Published 25 days ago • 26
RubricHub: A Comprehensive and Highly Discriminative Rubric Dataset via Automated Coarse-to-Fine Generation Paper • 2601.08430 • Published 27 days ago • 58
Thinking with Map: Reinforced Parallel Map-Augmented Agent for Geolocalization Paper • 2601.05432 • Published Jan 8 • 166
EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis Paper • 2601.05808 • Published about 1 month ago • 36
Coupling Experts and Routers in Mixture-of-Experts via an Auxiliary Loss Paper • 2512.23447 • Published Dec 29, 2025 • 98
Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space Paper • 2512.24617 • Published Dec 31, 2025 • 64
Improving Multi-step RAG with Hypergraph-based Memory for Long-Context Complex Relational Modeling Paper • 2512.23959 • Published Dec 30, 2025 • 112