Evaluation

…reasoning, data efficiency, evaluation, deployment costs and the limits of current benchmarks. Invited talks, contributed spotlights and posters connect theory to empirical comparisons, including negative results. Confirmed speakers include Chelsea Finn, Yunzhu Li, Georgia Chalvatzaki and Vincent Sitzmann. Paper submissions closed on 12 October; camera-ready papers are due on 6 November and

…agent behaviour over long tasks, and evaluation of AI-assisted work. Projects may address factual errors, transparency, provenance and the human effort needed to verify outputs. The researcher develops independent projects with Bhuwan Dhingra and collaborates with students. The initial appointment is one year, potentially renewable for a second subject to performance, funding and mutual interest.

…oversight, adversarial robustness and evaluation of advanced AI systems. Applications for the January cohort are open and reviewed on a rolling basis. Shared workspaces are available in Berkeley and London, with remote participation possible in the United States, United Kingdom or Canada. A subsequent permanent role is not guaranteed.

…Research covers planning, tool use, evaluation, human oversight and integration of the Osprey platform with control systems, models and facility knowledge. The full-time postdoctoral appointment lasts two years with possible renewal. Priority consideration is November 16, 2026; the employer accepts applications until the posting is removed.

…and draws implications for evaluation and system design. The talk then considers open research questions about making successful communication a central objective of large-language-model research and development.

…runtime policies, observability and evaluation. It also examines model specialisation through fine-tuning and distillation, and learning from production feedback.

Dominant theories of analogical thinking postulate that making an analogy consists in discovering that two superficially different situations share isomorphic systems of similar relations. According to this perspective, the comparison between the two situations may eventually lead to the construction of a schema, which retains the structural aspects they share and deletes their specific contents. We have developed a new approach to analogical thinking, whose purpose is to explain a particular type of analogies: those in which the analogs are exemplars of a schema-governed category (e.g., two i