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| title: acl-spectrum | |
| emoji: 📊 | |
| colorFrom: gray | |
| colorTo: pink | |
| sdk: streamlit | |
| sdk_version: 1.26.0 | |
| app_file: app.py | |
| pinned: false | |
| license: mit | |
| # Navigating ACL Anthology | |
| With the goal of understanding how scientific papers are related to one another, we plot their projections on a 2D plain in our interactive [demo](https://huggingface.co/spaces/gwf-uwaterloo/acl-spectrum). | |
| ## Data | |
| We downloaded meta information of [ACL Anthology](https://aclanthology.org/) papers from [here](https://github.com/acl-org/acl-anthology/tree/master/data/xml). | |
| Overall, 12,282 papers were derived from 4 conferences/journals, i.e. ACL (5.2K), EMNLP (4.6K), NAACL (2K), and TACL (442), over 7 years (2016-2023). | |
| ## Embeddings | |
| We encoded the papers (titles + abstracts) using [spectre2](https://huggingface.co/allenai/specter2_base), a BERT-based model designed for scientific literature. | |
| We applied t-SNE to reduce dimensions for visualization. | |
| To learn about how we generated the plot, check out our step-by-step guide [here](scipapers_scatter.ipynb). | |
| 👉 Released under the [MIT License](LICENSE). | |
| 👉 For questions (❓), problems (🛠️), or bug reports (🐛), please open an [issue](https://huggingface.co/spaces/gwf-uwaterloo/acl-spectrum/discussions) under the Community tab. |