Collective intelligence depends on how a group combines connected judgments
Dietrich and List examine consistency, strategic manipulation and truth tracking when a group aggregates judgments on connected variables.
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Dietrich and List examine consistency, strategic manipulation and truth tracking when a group aggregates judgments on connected variables.
Expert labels for 751 chemical reactions expose source-dependent failures, including below-chance rankings for alternative product disconnections.
A chip-verification study pairs SQLite waveform storage with specialized agents, reporting 95.33% accuracy on 150 annotated queries and a measurable latency trade-off.
A new eight-task benchmark separates experimental judgment from coding, comparing models with human experts under the same GPU and time budgets.
NEO reports pooled AUROC of 0.792 across nine evaluation cohorts, with substantial variation and limits for clinical interpretation.
The method traces writes and supporting reads back from verifier-inspected resources instead of crediting every step equally.
The theoretical work reports an impossibility for general oracle-aided computation, then shows how signed oracle answers change the privacy-verification problem under stated.
An eight-dataset benchmark separates forecast error from agreement with declared action-state mechanisms, finding that architectural accuracy gains do not fix directional.
A 141-instance benchmark grades method choice, outputs and justified abstention as hazard-analysis conditions change.
The dataset combines separate audio and visual captions, improving scene-level retrieval in the reported tests while leaving exact-clip retrieval much harder.
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