…AI-generated summary Self-consistency detects hallucinations by generating multiple sampled answers to a question and measuring agreement, but this requires repeated decoding and can be sensitive to lexical variation. Semantic self…
…View arXiv page View PDF Add to collection Community Can large language models detect and report their own internal states? A number of studies have argued that the answer to this question…
…Unlike holistic scalar rewards, DVReward utilizes an LLM to decompose complex user requests into atomic, verifiable semantic and quality questions, which are then evaluated by a general MLLM to provide reliable and…
…View arXiv page View PDF Add to collection Community No model linking this paper Cite arxiv.org/abs/2606.23525 in a model README.md to link it from this page. No…
…Songlin Bai , Xintong Wang , , , , , , , , , , , , , Liang Ding Abstract IndustryBench evaluates industrial procurement question answering systems in Chinese against national standards, revealing significant gaps in safety compliance and highlighting the need for safety-aware…
…AI-generated summary LLM-powered multi-agent systems can now automate the full research pipeline from ideation to paper writing, but a fundamental question remains: automation for whom? Researchers operate under different…
…AI-generated summary LLM-based Triton kernel generation has attracted significant interest, yet a fundamental empirical question remains unanswered: where does this capability break down, and why? We present KernelBench-X , a…
…However, it remains an open question how robust these models are to adversarial perturbations . Standard adversarial attacks fail to assess this vulnerability because attackers lack ground-truth future videos and cannot predict…
…View arXiv page View PDF Add to collection Community For questions contact astrlrd@nebius.com Get this paper in your agent: hf papers read 2605.10453 Don't have the latest CLI…
…World models can generate concrete visual rollouts of possible futures, while MLLMs can reason abstractly over questions, goals, and rules. However, generated rollouts are stochastic and may be visually plausible but task…