Datasets › TekGen

TekGen

Introduced by Oshin Agarwal et al. in Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-training23 Oct 2020 archive 2025-07-28

The Dataset is part of the KELM corpus

This is the Wikipedia text--Wikidata KG aligned corpus used to train the data-to-text generation model. Please note that this is a corpus generated with distant supervision and should not be used as gold standard for evaluation.

It consists of 3 files:

https://storage.googleapis.com/gresearch/kelm-corpus/updated-2021/quadruples-train.tsv
https://storage.googleapis.com/gresearch/kelm-corpus/updated-2021/quadruples-validation.tsv
https://storage.googleapis.com/gresearch/kelm-corpus/updated-2021/quadruples-test.tsv

Each file contains one example per line. Each example is a json object with three fields:

triples: A list of triples of the form (subject, relation, object). eg. (Person X, award received, Award Y). If the triple has a subproperty, then it is quadruple instead. eg. (Person X, Award Y, received on, Date Z).

serialized triples: triples concatenated together as used for input to T5. The format is "<subject> <relation> <object>" where some subjects have multiple relations, e.g. "<subject> <relation1> <object1> <relation2> <object2> <relation3> <object3>". For more details on how these relations are grouped, please refer to the paper.

sentence: The wikipedia sentence aligned to these triples.

The names, aliases and Wikidata Ids of the entities can be found in https://storage.googleapis.com/gresearch/kelm-corpus/updated-2021/entities.jsonl.

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
Joint Entity and Relation Extraction TekGen ReGen-SCST F1 62.3 ReGen: Reinforcement Learning for Text and Knowledge... IBM/regen 2 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 12. 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
ReGen: Reinforcement Learning for Text and Knowledge Base Generation using Pretrained Language Models 1 2 27 Aug 2021 ran 0 of 1 samples (1 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

CC BY-SA 2.0 license

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • TekGen

1 variant name, as the archive lists them.

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