PatEx-Gym benchmarks agents on patent prior-art search
A 4B PatEx-Agent trained on synthetic trajectories is presented as competitive with much larger general-purpose agents.
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A 4B PatEx-Agent trained on synthetic trajectories is presented as competitive with much larger general-purpose agents.

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CorpusMap organizes document collections around recurring entity pages so agents recover cross-document evidence using fewer tokens.
LongAgent autonomously searches variable sets and temporal windows to predict longitudinal medical outcomes, beating the strongest non-agent baseline on synthetic data.
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