---
license: apache-2.0
pretty_name: HyperAlign-Bench
tags:
  - hypergraph
  - large-language-models
  - qwen3
  - hyper-align
  - hypergraph-as-language
  - hyperalign-bench
  - arxiv:2605.21858
---

# HyperAlign-Bench

This repository contains the released **HyperAlign-Bench** data bundle for the paper **Hypergraph as Language**.

HyperAlign-Bench is a benchmark for evaluating high-order association modeling in hypergraph-language alignment. It provides vertex classification and hyperedge classification tasks under the same question-answering protocol used by **Hyper-Align**.

The released bundle includes processed hypergraph tensors, task samples, prebaked samples, Qwen3-Embedding-0.6B features, and overview features for five datasets.

## Files

```text
arxiv_hg/
cora_cc/
pubmed/
dblp/
imdb/
```

Each dataset directory follows this structure:

```text
processed_data.pt
meta.json
samples/
embeddings/qwen3emb_0.6b/
overview/qwen3emb_0.6b/
```

- `processed_data.pt` contains the processed hypergraph data.
- `meta.json` contains dataset metadata.
- `samples/` contains the VC and HEC task samples.
- `embeddings/qwen3emb_0.6b/` contains node and hyperedge text features.
- `overview/qwen3emb_0.6b/` contains overview features used by the released Hyper-Align pipeline.

For code, setup, and evaluation instructions, see the GitHub repository:

https://github.com/Mengqi-Lei/Hypergraph-as-Language

## License

The HyperAlign-Bench release is distributed under the Apache License 2.0.

Qwen3-Embedding-0.6B is not redistributed here as a model. Users must comply with the license and terms of the upstream model repository:

- `Qwen/Qwen3-Embedding-0.6B`

## Citation

If you use this dataset, please cite:

```bibtex
@article{lei2026hypergraph,
  title={Hypergraph as Language},
  author={Lei, Mengqi and Xie, Guohuan and Ying, Shihui and Du, Shaoyi and Yong, Jun-Hai and Li, Siqi and Gao, Yue},
  journal={arXiv preprint arXiv:2605.21858},
  year={2026}
}
```

## Links

- Paper: https://arxiv.org/abs/2605.21858
- Code: https://github.com/Mengqi-Lei/Hypergraph-as-Language