GABench - Open-Ended QA - Insight (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; insight scenario-based open-ended graph questions (insight and prediction) with its 10 analysis 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 2028. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | DeepSeek V4 Pro | 14.91 |
| 2 | GLM-5-Turbo | 13.56 |
| 3 | Gemini 3 Flash | 12.94 |
| 4 | GPT-5 Mini | 12.91 |
| 5 | Qwen 3 235B A22B | 5.33 |
| 6 | GLM-4.5 Flash | 3.92 |
Interactive version: theaggregate.ai/benchmark?slug=gabench-open-ended-qa-insight-text-attributed-graphs · How It Works · Data refreshed daily, snapshot 2026-09-29.