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Microsoft 365 Copilot gets new evaluation pipeline

Researchers have developed a new pipeline for curating regression evaluation sets in agent-extensibility platforms, specifically applied to Microsoft 365 Copilot. This system addresses the challenge of managing evaluation sets under strict query limits by using a capability taxonomy to project incoming queries. The pipeline includes a classifier for capability verdicts, an invocation quality rater, and a consolidator to manage the regression set's coverage and quality. AI

IMPACT This research could improve the efficiency and effectiveness of evaluating AI agents in enterprise platforms.

RANK_REASON The cluster contains an academic paper detailing a new methodology for evaluating AI systems. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.LG →

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Microsoft 365 Copilot gets new evaluation pipeline

COVERAGE [1]

  1. arXiv cs.LG TIER_1 English(EN) · Tezan Sahu, Aritra Das, Pankaj Mittal, Sudipta Das ·

    Who Belongs in the Eval Set? A Capability-Taxonomy-Driven Pipeline for Curating Regression Eval Sets in Agent-Extensibility Platforms

    arXiv:2608.01004v1 Announce Type: new Abstract: Platform teams hosting agent-extensibility surfaces face a regression-economics paradox: every onboarding customer ships an evaluation set tuned to their domain, but the platform's regression set must live under a hard query-count c…