GABench - Graph ML - Node Classification (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 classification 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 2032. 6 models tracked.

Top models

Interactive version: theaggregate.ai/benchmark?slug=gabench-graph-ml-node-classification-text-attributed-graphs · How It Works · Data refreshed daily, snapshot 2026-09-29.