…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…
…A model pretrained on a mixture of these generators inherits their per-task strengths and achieves the best average performance across twelve MIL benchmarks, outperforming supervised baselines that require task-specific training…
…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…
…Nguyen , Raghav Mehndiratta , Lindsay Devon Brin , , Hari Subramani , Anil Madamala , Sridhar Krishna Nemala , Abstract EVA-Bench presents a comprehensive evaluation framework for voice agents that simulates realistic conversations and measures performance across…
…We introduce PEFT-Arena , a benchmark that jointly measures downstream performance and general capability retention . Across methods, we find distinct stability-plasticity profiles; under comparable parameter budgets, orthogonal finetuning achieves the most…
…modalities, revealing significant gaps in model performance and demonstrating superior error detection compared to traditional methods. Generated by Qwen/Qwen2.5-Coder-32B-Instruct Existing benchmarks for MLLM-generated web artifacts assess…
…Built on this recipe, OpenSearch-VL delivers substantial performance gains, with over 10-point average improvements across seven benchmarks, and achieves results comparable to proprietary commercial models on several tasks. We will…