GABench - Graph ML - Link Prediction (Text-Attributed Graphs): leaderboard
Metric: Task success rate (%; share of tasks whose final answer a DeepSeek-V4-Flash judge marks consistent with the verified ground truth; link prediction graph machine learning (node classification, link prediction, graph classification) with its 10 learning tools, which validate the configuration and return a fixed model accuracy rather than train on text-attributed graphs (Reddit, Instagram, History, Product, Arxiv and Cora, 200 generated tasks per dataset and category); LLM agent in the OpenClaw harness, one run). Source: arxiv.org. Saturation forecast: Around December 2026. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | DeepSeek V4 Pro | 56.45 |
| 2 | GLM-4.5 Flash | 38.09 |
| 3 | GPT-5 Mini | 37.23 |
| 4 | Gemini 3 Flash | 37.22 |
| 5 | GLM-5-Turbo | 36.77 |
| 6 | Qwen 3 235B A22B | 24.63 |
Interactive version: theaggregate.ai/benchmark?slug=gabench-graph-ml-link-prediction-text-attributed-graphs · How It Works · Data refreshed daily, snapshot 2026-09-29.