HypoArena - IT Operations: leaderboard

The IT operations domain of HypoArena (2026), 146 cases: the Bradley-Terry-Davidson rating, anchored at 1500 with no fixed maximum, from pairwise judgments by seed-2.0-pro of the hypothesis sets each model proposes. Higher is better.

Metric: Rating on the 146 IT operations cases: Bradley-Terry-Davidson rating (base 1500, open-ended) from reference-independent pairwise judgments by seed-2.0-pro, both presentation orders, with the source-derived reference hypothesis set as an anonymous competitor; baseline single-pass generation; higher is better. Source: arxiv.org. Saturation forecast: Not forecast. 15 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.6 (High)1699.8#161 (Claude Sonnet 4.6)
2Claude Opus 4.6 (High)1678.3#102 (Claude Opus 4.6)
3GPT-5.4 (High)1641.2#123 (GPT-5.4)
4GLM-5.11588.3#179
5Kimi K2.61569.1#178
6DeepSeek V4 Pro (High)1517.5#188 (DeepSeek V4 Pro)
7MiniMax-M2.71516.1#518
8GLM-51483.5#260
9MiniMax-M2.51433.4#582
10DeepSeek V4 Flash (High)1424.6#258 (DeepSeek V4 Flash)
11GPT-5.4 Mini (High)1397.7#389 (GPT-5.4 Mini)
12Gemini 3.1 Pro (Preview) (High)1388.2#94 (Gemini 3.1 Pro (Preview))
13Kimi K2.5 (Thinking)1330.3#256 (Kimi K2.5)
14Gemini 3 Flash (High)1301#164 (Gemini 3 Flash)

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

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