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## Data
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We downloaded meta information of [ACL Anthology](https://aclanthology.org/) papers from [here](https://github.com/acl-org/acl-anthology/tree/master/data/xml).
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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).
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## Embeddings
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We encoded the papers (titles + abstracts) using [spectre2](https://huggingface.co/allenai/specter2_base), a BERT-based model designed for scientific literature.
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We applied t-SNE to reduce dimensions for visualization.
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👉 To learn about how we generated the plot, check out our step-by-step guide [here](scipapers_scatter.ipynb).
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## Data
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We downloaded meta information of [ACL Anthology](https://aclanthology.org/) papers from [here](https://github.com/acl-org/acl-anthology/tree/master/data/xml).
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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).
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## Embeddings
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We encoded the papers (titles + abstracts) using [spectre2](https://huggingface.co/allenai/specter2_base), a BERT-based model designed for scientific literature.
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We applied t-SNE to reduce dimensions for visualization.
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👉 To learn about how we generated the plot, check out our step-by-step guide [here](scipapers_scatter.ipynb).
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👉 For questions (❓), problems (🛠️), or bug reports (🐛), please open an [issue](https://huggingface.co/spaces/gwf-uwaterloo/acl-spectrum/discussions) under the Community tab.
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