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DocOps: A Verifiable Benchmark for Autonomous Agents in Complex Document Operations

First seen · 7/23/2026, 12:00 PMLatest activity · 7/23/2026, 12:00 PM

The paper introduces DocOps, a deterministically verifiable benchmark for autonomous agents performing complex document operations. Its hierarchical taxonomy decomposes real-world document workflows into atomic dimensions and increasingly difficult task compositions. Evaluations of representative closed- and open-source models across agent harnesses reportedly show substantial weaknesses on highly coupled, long-range tasks. The authors identify three recurring failure modes: collapse in long-term state tracking, shallow semantic verification, and destructive modification of structural metadata. The benchmark focuses attention on global document consistency and non-destructive agent behavior.

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  1. AggregatorHuggingFace Daily Papers7/23, 12:00 PMnot independentRepresentative
    DocOps: A Verifiable Benchmark for Autonomous Agents in Complex Document Operations