LongDA - Match - 100 Steps: leaderboard

Evaluates agents performing data analysis over long survey documentation: 505 queries from 30 publications, using the LongTA scaffold with a 100-step budget. Match rate measures numeric answers within the paper's 5% tolerance. Coverage is output-format compliance and resource columns are diagnostics, not this result. Explicit High and Thinking model labels are retained. This series reports LongDA - Match - 100 Steps using Numeric Match (%).

Metric: Numeric Match (%). Source: arxiv.org. Saturation forecast: Around February 2027. 11 models tracked.

Top models

#ModelScoreOverall rank
1GPT-569.16#105
2GPT-5 (High)68.91#105 (GPT-5)
3DeepSeek V3.253#210
4DeepSeek V3.2 (Thinking)47.82#210 (DeepSeek V3.2)
5GPT-5 Mini40.81#193
6Kimi K2 090528.27#292
7Qwen 3 235B A22B Instruct27.17#336
8Qwen 3 Coder 480B A35B Instruct23.44#314
9Qwen 3 Next 80B A3B Instruct21.85#381
10GLM-4.719.18#202
11GPT-OSS-120B12.15#346

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=longda-match-100-steps · How It Works · Data refreshed daily, snapshot 2026-11-05.