Structural genome annotation remains a bottleneck in eukaryotic genomics as conventional methods depend on external evidence that is unevenly available across the tree of life, and existing ab initio predictors are typically specialized for particular taxonomic groups. We introduce Carbon-Annotator (Carbon-A), a 1.2-bi...
Which forms of test-time compute improve the predictions of strong pretrained tabular foundation models (TFMs)? We systematically study this along three axes: adaptation, aggregation, and context construction. Our evaluation spans modern TFMs across the TabArena benchmark, supplemented by experiments on wide and large-...
Kang-Hui Ning, Marin Bilos, James T. Wilson et al.· 0 citations
Chart reasoning agents are increasingly used to extract actionable insights in critical domains, achieving state-of-the-art performance on multiple benchmarks. Yet, high benchmark accuracy alone is insufficient for deployment, where stakeholders must be able to audit and verify how a model reaches its answer. Existing...
Sanchit Sinha, Oana Frunza, Kashif Rasul et al.· 0 citations
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