…The following papers were recommended by the Semantic Scholar API Reasoning over Grammar: Can Synthetic Linguistic Reasoning Traces Enhance Low-Resource Machine Translation? (2026) Reinforcement Learning with Semantic Rewards Enables Low-Resource…
Papers arxiv:2605.28591 Models That Know How Evaluations Are Designed Score Safer Published on May 27 Submitted by Haritz Puerto on May 28 COMPASS research group at ELLIS Institute Tübingen Authors…
…A Multi-Species Benchmark for Evidence-Grounded Plant Marker Reasoning Published on May 11 Submitted by Sajib Acharjee Dip on May 12 Virginia Polytechnic Institute and State University Authors: , , Abstract PlantMarkerBench presents…
Papers arxiv:2606.19341 Native Active Perception as Reasoning for Omni-Modal Understanding Published on Jun 17 Submitted by Zhenghao Xing on Jun 18 Qwen Authors: Zhenghao Xing , , , , , , , , , , Abstract OmniAgent is a…
…We show that, initialized with weak agents, the economy produces emergent multi-step reasoning strategies and outperforms stronger monolithic baselines across five agentic tasks, including mathematical reasoning, financial research, scientific research, accelerator…
…AI-generated summary Deep search has become a crucial capability for frontier multimodal agents, enabling models to solve complex questions through active search, evidence verification, and multi-step reasoning. Despite rapid progress…
…runs an analysis with a silent methodological flaw, doesn't just fail gracefully — it influences research reasoning downstream. MedSkillAudit isn't a benchmark for ranking; it's a governance tool: structured feedback…
…We evaluate DataCOPE on report-style analysis from Deep Data Research and reasoning-style analysis from DABStep. Across both settings, DataCOPE consistently improves held-out performance over baselines. Averaged across four model…
…AI-generated summary Achieving Artificial General Intelligence (AGI) requires agents that learn and interact adaptively, with interactive world models providing scalable environments for perception , reasoning , and action . Yet current research still lacks…
…reasoning. Overall, our work offers a practical path toward building more capable, reproducible, and cost-efficient open web agents. We will release our training data, models, and code to support future research…