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MMEnterprise-Bench tests agents on conflicting, evolving workplace records

huggingface.co by Seohyun Lee et al. Editor score 8/10

The benchmark contains 1,613 questions testing evidence reasoning, conflict resolution, and unanswerability; evaluated models struggle with cross-source and temporal conflicts. Larger retrieval budgets improve recall but not consistently answer accuracy, a useful warning for enterprise-agent design.

What

MMEnterprise-Bench evaluates enterprise agents on 1,613 questions grounded in evolving multimodal collaboration records.

Method

It tests evidence reasoning, conflict resolution, and unanswerability; greater retrieval improved evidence recall but did not consistently improve answer accuracy.

Why it matters

Enterprise agents must handle temporal and cross-source conflicts rather than assume that retrieving more evidence guarantees correct answers.

Read on huggingface.co → Code · 1 stars

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