Why LLMs Fail at Causal Discovery and How Interventional Agents Escape: leaderboard
Metric: F1 (%). Source: benchmarklist.com. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GLM-5.1 | 93.2 |
| 2 | Qwen 3 30B A3B | 92.1 |
| 3 | Qwen 3.5 122B A10B | 87.1 |
| 4 | Llama 3.3 70B | 85.7 |
| 5 | Gemma 3 12B | 77.6 |
| 6 | LLaMA-7B | 72.6 |
| 7 | GPT-4 | 29.1 |
Interactive version: theaggregate.ai/benchmark?slug=why-llms-fail-at-causal-discovery-and-how-interventional-agents-escape · How It Works · Data refreshed daily, snapshot 2026-09-19.