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WebMix, a mixture hypernetwork that adapts web agents to unseen interfaces by composing previously trained low-rank adapters, matches or outperforms in-context learning and LoRA baselines, often matching the average success of specialists trained directly on those interfaces.
Existing computer-use agent benchmarks do not fully evaluate agents acting as assistants. A useful assistant retrieves information across complex, multi-step workflows, synthesizes it into artifacts (documents, presentations, spreadsheets), and navigates program interfaces to produce a coherent final product. Such work...
DeReLab is introduced, a generative framework that produces multi-turn belief-updating conversations from parameterized graph structures across default and inheritance reasoning, with formally verified ground truth at every turn, enabling controlled measurement of how models respond to confirming and disconfirming evid...
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