GABench - Graph Retrieval - Node Level (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; node-level graph retrieval (node attributes, neighbourhoods, edges, subgraphs and graph statistics) with its 10 retrieval tools 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 | GPT-5 Mini | 63.04 |
| 2 | DeepSeek V4 Pro | 62.26 |
| 3 | GLM-5-Turbo | 60.76 |
| 4 | GLM-4.5 Flash | 48.78 |
| 5 | Gemini 3 Flash | 40.2 |
| 6 | Qwen 3 235B A22B | 22.62 |
Interactive version: theaggregate.ai/benchmark?slug=gabench-graph-retrieval-node-level-text-attributed-graphs · How It Works · Data refreshed daily, snapshot 2026-09-29.