NGDBench - NGD-BI Non-Aggregation: leaderboard
Metric: F1 (x100) between the result set of the model's Cypher query, executed on the perturbed (noisy, incomplete) NGD-BI graph, and the result of the reference query on the clean graph, for non-aggregation analytical queries; the model translates each natural-language question into Cypher (text-to-Cypher); higher is better. Source: arxiv.org. Saturation forecast: Around April 2027. 3 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | DeepSeek V3.2 | 40.4 | #198 |
| 2 | Qwen 3 Coder 480B A35B Instruct | 31.5 | #302 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=ngdbench-ngd-bi-non-aggregation · How It Works · Data refreshed daily, snapshot 2026-10-11.