… We release a benchmark of 2,450 synthetic citations built from real seeds with controlled LLM mutations, paired with 957 real-world fabricated citations drawn from ICLR 2026 and an anonymous conference desk-rejected submissions. …
… Realistic Dynamics: Integrated simulations of weather, lighting, and diverse rescue clues. Task Diversity: 600 tasks modeled after real-world rescue cases. …
… To efficiently measure this capability for realistic use-cases, we propose building grounded simulations that replay real- world events in the order they occurred. …
… We really appreciate your interest and feedback ^ ^. the four-way taxonomy of recognition errors and the diagnostic LLM detector that ties those errors to downstream grading is the standout part for me. it's refreshing to see upstream recognition and autograding evaluated together, and the claim th… …
Papers arxiv:2605.02240 PhysicianBench: Evaluating LLM Agents in Real-World EHR Environments Published on May 4 Submitted by Ruoqi Liu on May 5 Stanford University Authors: , , , , , , , , , , , , Abstract PhysicianBench evaluates LLM agents on real clinical tasks requiring complex, multi-step work… …
… AI-generated summary Reinforcement Learning has significantly advanced the reasoning capabilities of Multimodal Large Language Models MLLMs , yet the resulting policies remain brittle against real-world visual degradation s such as blur, compression artifacts, and low-resolution scans. …
… The following papers were recommended by the Semantic Scholar API Skill Retrieval Augmentation for Agentic AI 2026 SkillX: Automatically Constructing Skill Knowledge Bases for Agents 2026 SkillLearnBench: Benchmarking Continual Learning Methods for Agent Skill Generation on Real-World Tasks 2026 XS… …
… AI-generated summary Many real-world coding challenges are open-ended and admit no known optimal solution. Yet, recent progress in LLM coding has focused on well-defined tasks such as feature implementation, bug fixing, and competitive programming . …
… If you want recommendations for any Paper on Hugging Face checkout this Space You can directly ask Librarian Bot for paper recommendations by tagging it in a comment: @ librarian-bot recommend the external control loop in level 4 is the most interesting part here, but it’s also the big open questio… …
… Ultimately, LiSA offers a practical path to secure AI agents against the unpredictable long tail of real-world edge risks. …