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Global evaluation of the ecosystem demography model (ED v3.0).Geoscientific Model Development, 15: 1971–1994, 2022

Lei Ma, George Hurtt, Lesley Ott, Ritvik Sahajpal, Justin Fisk, Rachel Lamb, Hao Tang, Steve Flanagan, Louise Chini, Abhishek Chatterjee, Joseph Sullivan · 1971 · DOI 10.5194/gmd-15-1971-2022

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Search Discipline for Long-Horizon Research Agents

cs.AI · 2026-06-09 · unverdicted · novelty 4.0

Aggregate metrics in research agents can invert rankings when validity is disaggregated, demonstrated on an ecosystem model task, motivating an external audit protocol over agent self-decision.

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  • Search Discipline for Long-Horizon Research Agents cs.AI · 2026-06-09 · unverdicted · none · ref 4

    Aggregate metrics in research agents can invert rankings when validity is disaggregated, demonstrated on an ecosystem model task, motivating an external audit protocol over agent self-decision.