| { |
| "name": "proxann_data", |
| "version": "1.1.0", |
| "license": "mit", |
| "language": "en", |
| "pretty_name": "PROXANN Data", |
| "description": "Data used for training and evaluation in the 'PROXANN: Use-Oriented Evaluations of Topic Models and Document Clustering' paper. The files contain the original metadata from Merity et al. (2017) (Wiki) and Adler & Wilkerson (2008) (Bills). The preprocessed version (tokenized_text) comes from Hoyle et al. (2022), using their 15,000-word vocabulary version. Contextualized embeddings were generated using the all-MiniLM-L6-v2 model, with code available in the PROXANN repository.", |
| "size_categories": ["10K<n<100K"], |
| "splits": { |
| "bills_train": { |
| "filename": "bills_train.metadata.embeddings.jsonl.all-MiniLM-L6-v2.parquet", |
| "num_rows": 32661, |
| "description": "Congressional bills (Adler & Wilkerson, 2008) with summaries, topics, and 384-dim MiniLM embeddings." |
| }, |
| "bills_test": { |
| "filename": "bills_test.metadata.parquet", |
| "num_rows": 15242, |
| "description": "Bills test split without embeddings (metadata only)." |
| }, |
| "wiki_train": { |
| "filename": "wiki_train.metadata.embeddings.jsonl.all-MiniLM-L6-v2.parquet", |
| "num_rows": 14290, |
| "description": "Wikipedia articles (Merity et al., 2017) with categories and 384-dim MiniLM embeddings." |
| }, |
| "wiki_test": { |
| "filename": "wiki_test.metadata.parquet", |
| "num_rows": 8024, |
| "description": "Wikipedia test split without embeddings (metadata only)." |
| } |
| }, |
| "schemas": { |
| "bills_train": { |
| "columns": { |
| "id": { "type": "string", "description": "Unique identifier." }, |
| "summary": { "type": "string", "description": "Short summary of the bill." }, |
| "topic": { "type": "string", "description": "Primary topic label." }, |
| "subtopic": { "type": "string", "description": "Secondary topic label." }, |
| "subjects_top_term": { "type": "string", "description": "Top subject term for the bill." }, |
| "date": { "type": "string", "description": "Document date (ISO-8601 format)." }, |
| "tokenized_text": { "type": "list[string]", "description": "Preprocessed tokens from Hoyle et al. (2022), 15k vocabulary." }, |
| "embeddings": { "type": "list[float]", "length": 384, "description": "Sentence embedding (MiniLM-L6-v2). Absent in test split." } |
| } |
| }, |
| "bills_test": { |
| "columns": { |
| "id": { "type": "string", "description": "Unique identifier." }, |
| "summary": { "type": "string", "description": "Short summary of the bill." }, |
| "topic": { "type": "string", "description": "Primary topic label." }, |
| "subtopic": { "type": "string", "description": "Secondary topic label." }, |
| "subjects_top_term": { "type": "string", "description": "Top subject term for the bill." }, |
| "date": { "type": "string", "description": "Document date (ISO-8601 format)." }, |
| "tokenized_text": { "type": "list[string]", "description": "Preprocessed tokens from Hoyle et al. (2022), 15k vocabulary." } |
| } |
| }, |
| "wiki_train": { |
| "columns": { |
| "id": { "type": "string", "description": "Unique identifier." }, |
| "text": { "type": "string", "description": "Article text (raw or normalized)." }, |
| "supercategory": { "type": "string", "description": "High-level category." }, |
| "category": { "type": "string", "description": "Primary category." }, |
| "subcategory": { "type": "string", "description": "Secondary category." }, |
| "page_name": { "type": "string", "description": "Wikipedia page title." }, |
| "tokenized_text": { "type": "list[string]", "description": "Preprocessed tokens from Hoyle et al. (2022), 15k vocabulary." }, |
| "embeddings": { "type": "list[float]", "length": 384, "description": "Sentence embedding (MiniLM-L6-v2). Absent in test split." } |
| } |
| }, |
| "wiki_test": { |
| "columns": { |
| "id": { "type": "string", "description": "Unique identifier." }, |
| "text": { "type": "string", "description": "Article text (raw or normalized)." }, |
| "supercategory": { "type": "string", "description": "High-level category." }, |
| "category": { "type": "string", "description": "Primary category." }, |
| "subcategory": { "type": "string", "description": "Secondary category." }, |
| "page_name": { "type": "string", "description": "Wikipedia page title." }, |
| "tokenized_text": { "type": "list[string]", "description": "Preprocessed tokens from Hoyle et al. (2022), 15k vocabulary." } |
| } |
| } |
| }, |
| "resources": { |
| "vocabularies": [ |
| { |
| "filename": "data_with_embeddings/vocabs/bills_vocab.json", |
| "description": "Vocabulary for the Bills corpus." |
| }, |
| { |
| "filename": "data_with_embeddings/vocabs/wiki_vocab.json", |
| "description": "Vocabulary for the Wiki corpus." |
| } |
| ] |
| }, |
| "data_stats": { |
| "table": [ |
| { "split": "bills_train", "file": "bills_train.metadata.embeddings.jsonl.all-MiniLM-L6-v2.parquet", "rows": 32661, "description": "Congressional bills with summaries, topics, and 384-dim embeddings." }, |
| { "split": "bills_test", "file": "bills_test.metadata.parquet", "rows": 15242, "description": "Bills test split without embeddings (metadata only)." }, |
| { "split": "wiki_train", "file": "wiki_train.metadata.embeddings.jsonl.all-MiniLM-L6-v2.parquet", "rows": 14290, "description": "Wikipedia articles with categories and 384-dim embeddings." }, |
| { "split": "wiki_test", "file": "wiki_test.metadata.parquet", "rows": 8024, "description": "Wikipedia test split without embeddings (metadata only)." } |
| ] |
| }, |
| "creator": "Alexander Miserlis Hoyle, Lorena Calvo-Bartolomé, Jordan Boyd-Graber, Philip Resnik", |
| "source": { |
| "provider": "Wikipedia", |
| "type": "paper", |
| "note": "We use the curated versions from 'Are Neural Topic Models Broken?' (Hoyle et al., 2022).", |
| "repository": "https://github.com/ahoho/topics" |
| }, |
| "dataset_type": "text", |
| "tags": ["parquet", "text", "topic-modeling", "bills", "proxann", "english", "vocabulary"], |
| "task_categories": ["unsupervised-learning", "topic-modeling", "clustering"], |
| "citation": "@inproceedings{hoyle-etal-2025-proxann, title = {PROXANN: Use-Oriented Evaluations of Topic Models and Document Clustering}, author = {Hoyle, Alexander Miserlis and Calvo-Bartolomé, Lorena and Boyd-Graber, Jordan Lee and Resnik, Philip}, booktitle = {Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, year = {2025}, address = {Vienna, Austria}, publisher = {Association for Computational Linguistics}, url = {https://aclanthology.org/2025.acl-long.772/}, doi = {10.18653/v1/2025.acl-long.772} }" |
| } |
|
|
