…Inter-Reliability across student rollout s whose supervision varies in reliability, and Intra-Perplexity across spatial regions and temporal frames that contribute unequally to where quality can still be improved. The objective…
…guided self-attention and cross-attention based on the reliability of auxiliary cues. Evaluations on the LOL, SID, SMID, and SDSD benchmarks demonstrate overall improvements over Retinexformer and recent state-of-the…
…multimodal perception and language understanding , yet it remains unclear whether they can reliably ground language into spatially coherent, plausibly executable actions in 3D digital environments. We introduce SleepWalk, a benchmark for evaluating…
…The following papers were recommended by the Semantic Scholar API Adaptive Cost-Efficient Evaluation for Reliable Patent Claim Validation (2026) MetaGAI: A Large-Scale and High-Quality Benchmark for Generative AI Model…
…On the main multi-turn benchmark, GCAD improves average coherence drift from -18.6 to -1.9 and raises turn-10 trait expression from 78.0 to 93.1. These results suggest…
…Yet research-level math benchmarks remain scarce because such problems are difficult to source (e.g., Riemann Bench and FrontierMath-Tier 4 contain 25 and 50 problems, respectively). To support reliable evaluation…
…This study developed and preliminarily evaluated a domain-specific audit framework for medical research agent skills , with a focus on reliability against expert review . Methods: We developed MedSkillAudit ( skill-auditor@1.0…
…Our framework serves as a practical and reliable evaluation tool for diagnosing content consistency and benchmarking model performance in real-world I2I systems. View arXiv page View PDF Project page GitHub 18…
…the PDACVI Benchmark Published on Apr 30 Submitted by Tristan on May 5 Authors: , , , , T. Kirscher , , , , , , , , , , , , , , , , , Abstract Researchers developed a new dataset and challenge for pancreatic cancer staging that emphasizes uncertainty-aware…
…EVA-Bench includes 213 scenarios across three enterprise domains, a controlled perturbation suite for accent and noise robustness , and pass@1 , pass@k , pass^k measurements that distinguish peak from reliable capability…