Datasets › DocRED-IE
DocRED-IE
The DocRED Information Extraction (DocRED-IE) dataset extends the DocRED dataset for the Document-level Closed Information Extraction (DocIE) task. DocRED-IE is a multi-task dataset and allows for 5 subtasks: (i) Document-level Relation Extraction, (ii) Mention Detection, (iii) Entity Typing, (iv) Entity Disambiguation, (v) Coreference Resolution, as well as combinations thereof such as Named Entity Recognition (NER) or Entity Linking. The DocRED-IE dataset also allows for the end-to-end tasks of: (i) DocIE and (ii) Joint Entity and Relation Extraction. DocRED-IE comprises sentence-level and document-level facts, thereby describing short as well as long-range interactions within an entire document.
Benchmarks archive 2025-07-28
All 6 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 | ||||
|---|---|---|---|---|---|---|
| Coreference Resolution | DocRED-IE | REXEL Avg F1 90.93 | REXEL: An End-to-end Model for Document-Level Relation... | amazon-science/e2e-docie | 1 | Compare |
| Document-level Closed Information Extraction | DocRED-IE | REXEL Relation F1 27.96 | REXEL: An End-to-end Model for Document-Level Relation... | amazon-science/e2e-docie | 1 | Compare |
| Document-level Relation Extraction | DocRED-IE | REXEL Relation F1 60.10 | REXEL: An End-to-end Model for Document-Level Relation... | amazon-science/e2e-docie | 1 | Compare |
| Entity Disambiguation | DocRED-IE | REXEL Avg F1 86.74 | REXEL: An End-to-end Model for Document-Level Relation... | amazon-science/e2e-docie | 1 | Compare |
| Entity Typing | DocRED-IE | REXEL Avg F1 96.01 | REXEL: An End-to-end Model for Document-Level Relation... | amazon-science/e2e-docie | 1 | Compare |
| Joint Entity and Relation Extraction | DocRED-IE | REXEL Relation F1 39.06 | REXEL: An End-to-end Model for Document-Level Relation... | amazon-science/e2e-docie | 1 | Compare |
Papers archive 2025-07-28
1 shown of 1 paper 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 1. 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 | |||
|---|---|---|---|---|
| REXEL: An End-to-end Model for Document-Level Relation Extraction and Entity Linking | 1 | 6 | 19 Apr 2024 | ran 3 of 3 samples (0 unverified) |
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
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- DocRED-IE
1 variant name, as the archive lists them.
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