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SciDocs
SciDocs evaluation framework consists of a suite of evaluation tasks designed for document-level tasks.
Source: Allen Institute for AI
Benchmarks archive 2025-07-28
All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Representation Learning | SciDocs | SciNCL Avg. 81.8 | Neighborhood Contrastive Learning for Scientific... | malteos/scincl | 7 | Compare |
| Text Retrieval | SciDocs | Lucene (BM25S) nDCG@10 67.6 | BM25S: Orders of magnitude faster lexical search via... | xhluca/bm25s +2 | 1 | Compare |
Papers archive 2025-07-28
4 shown of 4 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 57. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| BM25S: Orders of magnitude faster lexical search via eager sparse scoring | 3 | 1 | 4 Jul 2024 | ran 10 of 22 samples (12 unverified) |
| Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings | 1 | 3 | 14 Feb 2022 | ran 0 of 1 samples (1 unverified) |
| SPECTER: Document-level Representation Learning using Citation-informed Transformers | 5 | 3 | 15 Apr 2020 | ran 1 of 1 samples (0 unverified; 1 pointer-only for licence) |
| BioBERT: a pre-trained biomedical language representation model for biomedical text mining | 19 | 1 | 25 Jan 2019 | ran 4 of 25 samples (21 unverified; 1 pointer-only for licence) |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- SciDocs
1 variant name, as the archive lists them.
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