DocOps (Terminus-2): leaderboard

DocOps (2026) evaluates agents on 210 editing and workflow tasks over native Excel, Word, PowerPoint and PDF files, each checked by a deterministic verifier of structure, semantics and preservation of untouched content. This board runs the models through the Terminus-2 Bash agent harness; the score is the percent of tasks passed, higher is better.

Metric: Task pass rate (%; 210 native-format document tasks in Excel, Word, PowerPoint and PDF (50 atomic edits, 40 compositional, 60 single-document and 60 cross-document workflows), passed only when the submitted artifact satisfies every structural, semantic and preservation predicate of a deterministic in-container verifier; run through Harbor; Terminus-2 Bash harness; higher is better). Source: arxiv.org. Saturation forecast: Around February 2027. 12 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.552.4#49
2Qwen 3.6 27B47.6#341
3DeepSeek V4 Pro46.7#188
4GPT-5.445.2#123
5Claude Sonnet 4.641.9#161
6Qwen 3.6 35B A3B38.6#462
7Qwen 3.5 27B36.2#359
8Qwen 3.5 122B A10B36.2#331
9Qwen 3.5 35B A3B30#482
10Gemma 4 31B28.1#394
11Qwen 3.5 9B23.3#803
12GLM 4.5 Air16.2#868

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=docops-terminus-2 · How It Works · Data refreshed daily, snapshot 2026-11-13.