PluginEval - Recall: leaderboard
Metric: Recall (%; share of the 2,500 positive queries where every required tool is called with correct arguments; original difficulty distribution; 3,000 human-verified Chinese function-calling queries over 54 plugins and 63 tools with real API execution (2,500 positive queries requiring grounded calls, 500 adversarial negatives requiring abstention; easy/medium/hard 0.4/0.4/0.2); GPT-5.2 judge anchored to gold annotations). Source: arxiv.org. Saturation forecast: Around August 2027. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.6 | 67.6 |
| 2 | Gemini 3.1 Pro (Preview) | 64.96 |
| 3 | DeepSeek V4 Pro | 62.94 |
| 4 | Qwen 3 235B A22B | 54.82 |
| 5 | GPT-5.4 | 49.2 |
Interactive version: theaggregate.ai/benchmark?slug=plugineval-recall · How It Works · Data refreshed daily, snapshot 2026-09-29.