GeoAgentBench (Base Agent) - Tool Retrieval F1: leaderboard
Metric: Tools-Any-Order F1 (%) between the tools the agent invokes and the ground-truth tool set, on 53 spatial analysis tasks over 117 atomic GIS tools in an executable sandbox (30 steps per task), agents under the base agent paradigm (zero-shot tool scheduling without execution feedback); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.5 Flash | 82.48 |
| 2 | DeepSeek V3 | 79.78 |
| 3 | Claude Sonnet 4.6 | 74.7 |
| 4 | GPT-4o | 68.95 |
| 5 | GPT-4o Mini | 68.27 |
| 6 | Llama 3.1 8B Instruct | 52.12 |
| 7 | Qwen 2.5 7B Instruct | 22.01 |
Interactive version: theaggregate.ai/benchmark?slug=geoagentbench-base-agent-tool-retrieval-f1 · How It Works · Data refreshed daily, snapshot 2026-10-07.