HyperGVL - Order-Filtered Neighbors: leaderboard

Metric: Accuracy (%) on listing a vertex's neighbors through hyperedges of at least a given order, 7,000 questions per task (200 problems on synthetic and real-world hypergraphs, each posed in 35 textual, visual and combined hypergraph representations), accuracy (%) averaged over the representations, temperature 0.8, top-p 0.95; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 12 models tracked.

Top models

#ModelScore
1Gemini 3 Flash97.13
2GPT-4o82.86
3Gemma 3 12B50.87
4InternVL3-8B30.54
5Qwen 2.5 VL 7B Instruct27.17

Interactive version: theaggregate.ai/benchmark?slug=hypergvl-order-filtered-neighbors · How It Works · Data refreshed daily, snapshot 2026-10-07.