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pbevan11
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- .gitattributes +2 -0
- README.md +11 -0
- all_cluster_centroids_10000.json +3 -0
- all_cluster_centroids_20000.json +3 -0
.gitattributes
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README.md
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license: apache-2.0
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license: apache-2.0
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# Subjects-for-curricular
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---
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Subjects-for-curricular is a clustered set of book titles and concepts from https://huggingface.co/datasets/benxh/opensyllabus-tagged-libgen and https://huggingface.co/datasets/benxh/us-library-of-congress-subjects.
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These two datasets are combined, taking the 'text' field from the US library of congress subjects (subjects_fixed.jsonl), and the 'name' field from the opensyllabus data. This text data is then converted into embeddings using the [bge-large-en-v1.5](https://huggingface.co/BAAI/bge-large-en-v1.5) model.
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The embeddings are clustered into topics using K-means clustering. We include data for k=10,000 (all_topic_clusters_10000.parquet) and k=20,000 (all_topic_clusters_20000.parquet). We also include the centroid embeddings for each cluster. Both runs used 100 iterations of the k-means algorithm.
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all_cluster_centroids_10000.json
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version https://git-lfs.github.com/spec/v1
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size 351345061
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all_cluster_centroids_20000.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:512163b16d8a848f2517c5494599833a34426b228cc9a7218c55ac3a50d3f2f1
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size 702335914
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