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MONEY SOURCE-BACKED GENERAL

Messier: Unified Corpus for Evaluating AI Agents Across 30 Benchmarks

Messier is a large-scale, unified corpus containing 957,253 records that consolidate evaluations of 714 AI agents across 30 benchmarks and nearly 12,000 tasks. It addresses fragmentation in agent evaluation by standardizing tasks, verifiers, and scoring rules to enable comprehensive cross-benchmark...

Source: arXiv · arxiv.org Published 2026-07-28T15:50:19+00:00 Detected 2026-07-29T05:17:47+00:00
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Messier is a large-scale, unified corpus containing 957,253 records that consolidate evaluations of 714 AI agents across 30 benchmarks and nearly 12,000 tasks. It addresses fragmentation in agent evaluation by standardizing tasks, verifiers, and scoring rules to enable comprehensive cross-benchmark...

AI-assisted summary based on the listed source.

Evaluating AI agents in interactive environments is hindered by fragmented tasks, scaffolds, verifiers, and scoring rules. Existing efforts focus on narrow settings, remain limited in scale, or require costly reruns, leaving much of the empirical record incomparable. We introduce Messier, a unified corpus of...

Messier overcomes limitations of previous narrow and costly evaluation efforts, providing a scalable and comparable empirical record for AI agent performance. This facilitates more consistent and efficient benchmarking in interactive AI environments.

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Signal Strength 95% Technical label SOURCE-BACKED Public Interest 30 Category MONEY Reader Depth GENERAL

Signal Strength reflects source quality, relevance, freshness and evidence. Public Interest helps organize discovery; it is not proof of truth.

Public Interest components
Recognizable Entity Score 0 Practical Impact Score 0 Novelty Interest Score 94 Consequence Score 34 Curiosity Score 16 Shareability Score 45

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