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Datasets › TACRED

TACRED (The TAC Relation Extraction Dataset)

Introduced by Yuhao Zhang et al. in Position-aware Attention and Supervised Data Improve Slot Filling1 Sep 2017 archive 2025-07-28

TACRED is a large-scale relation extraction dataset with 106,264 examples built over newswire and web text from the corpus used in the yearly TAC Knowledge Base Population (TAC KBP) challenges. Examples in TACRED cover 41 relation types as used in the TAC KBP challenges (e.g., per:schools_attended and org:members) or are labeled as no_relation if no defined relation is held. These examples are created by combining available human annotations from the TAC KBP challenges and crowdsourcing.

Source: https://nlp.stanford.edu/projects/tacred/

HomepageBenchmarksPapers JSON

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)PaperCode
Relation Extraction TACRED RAG4RE F1 86.6 Retrieval-Augmented Generation-based Relation Extraction sefeoglu/rag4re 40 Compare
Relation Classification TACRED Deepstruct zero-shot F1 36.1 DeepStruct: Pretraining of Language Models for Structure... cgraywang/deepstruct 17 Compare

Papers archive 2025-07-28

30 shown of 35 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 204. 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
Retrieval-Augmented Generation-based Relation Extraction 1 1 20 Apr 2024 not harvested
Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation Extractors 1 1 18 May 2023 not harvested
Sequence Generation with Label Augmentation for Relation Extraction 1 1 29 Dec 2022 not harvested
Generative Prompt Tuning for Relation Classification 1 1 22 Oct 2022 not harvested
Enhancing Targeted Minority Class Prediction in Sentence-Level Relation Extraction 1 1 29 Jun 2022 not harvested
DeepStruct: Pretraining of Language Models for Structure Prediction 1 4 21 May 2022 ran 7 of 13 samples (6 unverified)
Summarization as Indirect Supervision for Relation Extraction 1 1 19 May 2022 ran 0 of 2 samples (2 unverified)
Unified Semantic Typing with Meaningful Label Inference 1 1 4 May 2022 ran 1 of 1 samples (0 unverified)
Zero-Shot Information Extraction as a Unified Text-to-Triple Translation 1 2 23 Sep 2021 not harvested
Label Verbalization and Entailment for Effective Zero- and Few-Shot Relation Extraction 1 2 8 Sep 2021 not harvested
Improving Sentence-Level Relation Extraction through Curriculum Learning 0 1 20 Jul 2021 not harvested
Relation Classification with Entity Type Restriction 0 1 18 May 2021 not harvested
Learning from Noisy Labels for Entity-Centric Information Extraction 1 1 17 Apr 2021 not harvested
An Improved Baseline for Sentence-level Relation Extraction 1 1 2 Feb 2021 not harvested
Structured Prediction as Translation between Augmented Natural Languages 2 3 14 Jan 2021 not harvested
GDPNet: Refining Latent Multi-View Graph for Relation Extraction 1 1 12 Dec 2020 not harvested
Relation Classification as Two-way Span-Prediction 0 1 9 Oct 2020 not harvested
Learning from Context or Names? An Empirical Study on Neural Relation Extraction 1 1 5 Oct 2020 not harvested
LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention 9 2 2 Oct 2020 ran 3 of 10 samples (7 unverified)
DeNERT-KG: Named Entity and Relation Extraction Model Using DQN, Knowledge Graph, and BERT 0 1 15 Sep 2020 not harvested
Efficient long-distance relation extraction with DG-SpanBERT 0 1 7 Apr 2020 not harvested
K-Adapter: Infusing Knowledge into Pre-Trained Models with Adapters 2 3 5 Feb 2020 ran 7 of 14 samples (7 unverified)
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation 1 2 13 Nov 2019 ran 1 of 5 samples (4 unverified; 5 pointer-only for licence)
Knowledge Enhanced Contextual Word Representations 1 2 9 Sep 2019 not harvested
Beyond Word Attention: Using Segment Attention in Neural Relation Extraction 1 1 10 Aug 2019 not harvested
SpanBERT: Improving Pre-training by Representing and Predicting Spans 6 2 24 Jul 2019 ran 3 of 15 samples (12 unverified; 4 pointer-only for licence)
Attention Guided Graph Convolutional Networks for Relation Extraction 2 2 18 Jun 2019 ran 1 of 13 samples (12 unverified)
Matching the Blanks: Distributional Similarity for Relation Learning 13 2 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)

The full list of 35 is in the JSON twin.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Relation ExtractionRelation Classification

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

Texts

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • TACRED

1 variant name, as the archive lists them.

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