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Datasets › SemEval-2010 Task-8

SemEval-2010 Task-8

Introduced by Iris Hendrickx et al. in SemEval-2010 Task 8: Multi-Way Classification of Semantic Relations Between Pairs of Nominals23 Nov 2019 archive 2025-07-28

The dataset for the SemEval-2010 Task 8 is a dataset for multi-way classification of mutually exclusive semantic relations between pairs of nominals.

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard 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)PaperCode
Relation Extraction SemEval-2010 Task-8 SP F1 91.9 Relation Classification as Two-way Span-Prediction — 31 Compare

Papers archive 2025-07-28

24 shown of 24 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 121. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Sequence Generation with Label Augmentation for Relation Extraction 1 1 29 Dec 2022 not harvested
Reviewing Labels: Label Graph Network with Top-k Prediction Set for Relation Extraction 0 1 29 Dec 2022 not harvested
SPOT: Knowledge-Enhanced Language Representations for Information Extraction 0 7 20 Aug 2022 not harvested
Improving Relation Extraction through Syntax-induced Pre-training with Dependency Masking 1 1 1 May 2022 not harvested
Dependency-driven Relation Extraction with Attentive Graph Convolutional Networks 1 1 1 Aug 2021 not harvested
Representation Iterative Fusion based on Heterogeneous Graph Neural Network for Joint Entity and Relation Extraction 1 1 8 May 2021 not harvested
KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction 1 1 15 Apr 2021 not harvested
Relation Classification as Two-way Span-Prediction 0 1 9 Oct 2020 not harvested
Downstream Model Design of Pre-trained Language Model for Relation Extraction Task 1 1 8 Apr 2020 not harvested
Enhancing Relation Extraction Using Syntactic Indicators and Sentential Contexts 1 1 4 Dec 2019 not harvested
Improving Relation Classification by Entity Pair Graph 0 1 17 Nov 2019 not harvested
Generalizing Natural Language Analysis through Span-relation Representations 3 1 10 Nov 2019 not harvested
Knowledge Enhanced Contextual Word Representations 1 1 9 Sep 2019 not harvested
Matching the Blanks: Distributional Similarity for Relation Learning 13 1 7 Jun 2019 ran 2 of 14 samples (12 unverified; 1 pointer-only for licence)
Improving Relation Extraction by Pre-trained Language Representations 1 2 7 Jun 2019 not harvested
Enriching Pre-trained Language Model with Entity Information for Relation Classification 6 1 20 May 2019 ran 3 of 8 samples (5 unverified)
Extracting Multiple-Relations in One-Pass with Pre-Trained Transformers 1 1 4 Feb 2019 ran 3 of 6 samples (3 unverified)
Semantic Relation Classification via Bidirectional LSTM Networks with Entity-aware Attention using Latent Entity Typing 3 1 23 Jan 2019 not harvested
Attention-Based Convolutional Neural Network for Semantic Relation Extraction 1 1 1 Dec 2016 not harvested
Relation Classification via Multi-Level Attention CNNs 0 1 1 Aug 2016 not harvested
Attention-Based Bidirectional Long Short-Term Memory Networks for Relation Classification 1 1 1 Aug 2016 not harvested
Bidirectional Long Short-Term Memory Networks for Relation Classification 0 1 1 Oct 2015 not harvested
Classifying Relations by Ranking with Convolutional Neural Networks 2 1 24 Apr 2015 ran 1 of 1 samples (0 unverified)
Relation Classification via Convolutional Deep Neural Network 2 1 1 Aug 2014 not harvested

Dataset loaders archive 2025-07-28

huggingface.co/datasets/SemEvalWorkshop/sem_eval_2010_task_8huggingface/datasetstfpytorchjax
huggingface.co/datasets/sem_eval_2010_task_8huggingface/datasetstfpytorchjax

2 loaders as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Relation Extraction

License archive 2025-07-28

CC BY 3.0

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • SemEval-2010 Task-8

1 variant name, as the archive lists them.

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