AGORA - Agriculture: leaderboard
Metric: Accuracy (%) on the 71 agriculture, resources and energy questions (118 documents), archive-grounded agentic document reasoning with verifiable numeric answers over the domain collection of Markdown workplace documents, agent in the mini-swe-agent harness (bash tool only), temperature 1.0 with reasoning effort at the maximum each model supports; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) (High) | 66.2 |
| 2 | GPT-5.5 (xHigh) | 60.56 |
| 3 | GLM-5.1 | 59.15 |
| 4 | DeepSeek V4 Flash (Max) | 45.07 |
| 5 | DeepSeek V4 Pro (Max) | 43.66 |
| 6 | Qwen 3.5 35B A3B | 7.04 |
| 7 | Gemini 3.1 Flash Lite (High) | 4.23 |
| 8 | Qwen 3.5 9B | 2.82 |
Interactive version: theaggregate.ai/benchmark?slug=agora-agriculture · How It Works · Data refreshed daily, snapshot 2026-09-29.