…against its rollouts and rewards translate into measurable real-world gains, establishing GE-Sim 2.0 as a practical platform for scalable evaluation and closed-loop learning of manipulation policies. View arXiv…
…Towards Realistic and Reproducible Deep Research Evaluation (2026) Generating Leakage-Free Benchmarks for Robust RAG Evaluation (2026) Please give a thumbs up to this comment if you found it helpful! If you…
…Yet, in conversational benchmarks, which simulate real-world customer-centric issue resolution scenarios, these agents frequently fail due to the cascading effects of incorrect decision-making . These challenges are particularly pronounced for…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Long-horizon tasks are common in real-world robotic deployments, yet failure detection for such tasks remains underexplored. Detecting failures in long-horizon robotic…
…Evaluating LLM Agents in Real-World EHR Environments (2026) An Empirical Study of Agent Skills for Healthcare: Practice, Gaps, and Governance (2026) End-to-End Evaluation and Governance of an EHR-Embedded…
…View arXiv page View PDF Project page GitHub 4 Add to collection Community InteractWeb-Bench is a multimodal interactive benchmark for evaluating website generation agents under real-world, non-expert user conditions…
…A Comprehensive Chinese Financial Multimodal Evaluation Dataset (2026) CC-OCR V2: Benchmarking Large Multimodal Models for Literacy in Real-world Document Processing (2026) How Good LLMs Are at Answering Bangla Medical Visual…
…scalable security evaluations. AI-generated summary Long-context large language models (LLMs)-for example, Gemini-3.1-Pro and Qwen-3.5-are widely used to empower many real-world applications, such…
…introduced as an egocentric visual question answering dataset designed to evaluate AI assistants on long-term memory tasks through real-world activities recorded with AI glasses. Generated by Qwen/Qwen2.5-Coder…
…5 Retrieval Families & Realistic 2-Stage Shuffling: Evaluate BM25, Dense, Sparse (SPLADE), Late Interaction (ColBERT), and Rerankers under a unified format. To accurately simulate real-world production setups, Rerankers are evaluated over…