…Across nine tasks built from aligned video, play-by-play logs, commentary, reports, and statistics, our evaluation reveals a sharp capability cliff: current models handle localized perception reasonably well but struggle significantly…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Large language models are increasingly used to simulate social media users and infer how individuals may respond to online discussions. However, it remains unclear…
…Experimental results of leading large models and agents show that: 1) All computer-use agents perform poorly on multi-application tasks (< 21% success rate), far below the performance of simple single-app…
…We evaluate imitiation learning (diffusion policies, VLAs), reinforcement learning (PPO, SAC, MBRL), foundation model-based planning (LLM, VLM), diffusion-based planning (GSC), and task and motion planning (bilevel planning). No methods pass…
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