Datasets › FewRel
FewRel (Few-Shot Relation Classification Dataset)
The FewRel (Few-Shot Relation Classification Dataset) contains 100 relations and 70,000 instances from Wikipedia. The dataset is divided into three subsets: training set (64 relations), validation set (16 relations) and test set (20 relations).
Source: Neural Snowball for Few-Shot Relation Learning Image Source: https://www.aclweb.org/anthology/D18-1514.pdf
Benchmarks archive 2025-07-28
All 3 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 | ||||
|---|---|---|---|---|---|---|
| Relation Classification | FewRel | DeepStruct multi-task w/ finetune F1 (10-way 1-shot) 97.8 | DeepStruct: Pretraining of Language Models for Structure... | cgraywang/deepstruct | 5 | Compare |
| Zero-shot Relation Triplet Extraction | FewRel | ZETT Avg. F1 31.28 | Zero-shot Triplet Extraction by Template Infilling | megagonlabs/zett | 3 | Compare |
| Relation Extraction | FewRel | RoCORE F1 79.611 | A Relation-Oriented Clustering Method for Open Relation... | ac-zyx/rocore | 2 | Compare |
Papers archive 2025-07-28
7 shown of 7 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 189. 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 | |||
|---|---|---|---|---|
| Zero-shot Triplet Extraction by Template Infilling | 1 | 1 | 21 Dec 2022 | not harvested |
| DeepStruct: Pretraining of Language Models for Structure Prediction | 1 | 3 | 21 May 2022 | ran 7 of 13 samples (6 unverified) |
| RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet Extraction | 2 | 1 | 17 Mar 2022 | ran 15 of 26 samples (11 unverified; 16 pointer-only for licence) |
| Zero-Shot Information Extraction as a Unified Text-to-Triple Translation | 1 | 2 | 23 Sep 2021 | not harvested |
| A Relation-Oriented Clustering Method for Open Relation Extraction | 1 | 1 | 15 Sep 2021 | ran 0 of 1 samples (1 unverified; 1 pointer-only for licence) |
| Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders | 2 | 1 | 8 Oct 2020 | ran 0 of 3 samples (3 unverified; 3 pointer-only for licence) |
| ERNIE: Enhanced Language Representation with Informative Entities | 2 | 1 | 17 May 2019 | ran 3 of 3 samples (0 unverified; 1 pointer-only for licence) |
Dataset loaders archive 2025-07-28
2 loaders 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
- FewRel
1 variant name, as the archive lists them.
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