…AI-generated summary Large language models perform strongly on benchmarks in mathematical reasoning , coding and document analysis , suggesting a broad ability to follow instructions. However, it remains unclear whether such success reflects…
…However, existing medical agent benchmarks primarily evaluate final outputs, providing limited visibility into agent behavior within the research process. To address this gap, we present AutoMedBench, a workflow-aware benchmark for autonomous…
…determine what information to store in long-term memory for multimodal agents, improving performance on streaming video benchmarks. Generated by Qwen/Qwen2.5-Coder-32B-Instruct Long-term memory is essential for…
…merging leads to FeatCal, a calibration method that reduces performance gaps through layer-wise weight updates without gradient descent, achieving superior benchmark results and efficiency. AI-generated summary Model merging combines task…
…Despite recent advances in benchmark performance, strong computer-use agents remain expensive and slow in practice, since most systems invoke large multimodal models at nearly every interaction step. We argue that this…
…The central point of PAI-2 design is its ability to perform adaptive, iterative information search, guided by extracted entities, matched graph vertices and generated clue-queries. Conducted evaluation over six benchmarks…
…Probing Spatial Representation in Vision-Language Models (2026) Do MLLMs Understand Pointing? Benchmarking and Enhancing Referential Reasoning in Egocentric Vision (2026) SpaceDG: Benchmarking Spatial Intelligence under Visual Degradation (2026) CaMo: Camera Motion…
…This form of creative problem-solving is central to human intelligence, but remains largely untested in current benchmarks. To evaluate this ability, we introduce MM-CreativityBench, a benchmark for affordance-grounded creative…
…the gains are substantially larger on held-out transfer benchmarks than on source-family benchmarks. Ablations also show that removing the harness mechanisms changes agent behavior and hurts recall. Takeaway For search…
…Across three fundamentally distinct benchmarks including LoCoMo, Mind2Web, and GAIA, FluxMem achieves consistent state-of-the-art performance, demonstrating strong adaptation and generalization in complex agentic environments. The code will be open…
