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E2E (End-to-End NLG Challenge)

Introduced by Jekaterina Novikova et al. in The E2E Dataset: New Challenges For End-to-End Generation28 Jun 2017 archive 2025-07-28

End-to-End NLG Challenge (E2E) aims to assess whether recent end-to-end NLG systems can generate more complex output by learning from datasets containing higher lexical richness, syntactic complexity and diverse discourse phenomena.

Source: Evaluating the State-of-the-Art of End-to-End Natural Language Generation: The E2E NLG Challenge

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 4 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
Data-to-Text Generation E2E NLG Challenge S_1^R BLEU 68.60 Pragmatically Informative Text Generation sIncerass/prag_generation +1 11 Compare
Data-to-Text Generation Cleaned E2E NLG Challenge Control Prefixes (T5-large) BLEU (Test set) 44.15 Control Prefixes for Parameter-Efficient Text Generation Yale-LILY/dart +1 7 Compare
Data-to-Text Generation E2E self-mem + new data (random) METEOR 46.11 Self-training from Self-memory in Data-to-text Generation hoangthangta/stsm 2 Compare
Table-to-Text Generation E2E HTLM (fine-tuning) BLEU 70.3 HTLM: Hyper-Text Pre-Training and Prompting of Language Models — 2 Compare

Papers archive 2025-07-28

15 shown of 15 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 90. 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
TrICy: Trigger-guided Data-to-text Generation with Intent aware Attention-Copy 0 1 25 Jan 2024 not harvested
Self-training from Self-memory in Data-to-text Generation 1 3 19 Jan 2024 not harvested
Control Prefixes for Parameter-Efficient Text Generation 2 1 15 Oct 2021 not harvested
HTLM: Hyper-Text Pre-Training and Prompting of Language Models 0 2 14 Jul 2021 not harvested
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics 0 4 2 Feb 2021 not harvested
Have Your Text and Use It Too! End-to-End Neural Data-to-Text Generation with Semantic Fidelity 1 1 8 Apr 2020 not harvested
Semantic Noise Matters for Neural Natural Language Generation 1 1 10 Nov 2019 not harvested
Copy mechanism and tailored training for character-based data-to-text generation 1 2 26 Apr 2019 not harvested
Pragmatically Informative Text Generation 2 1 2 Apr 2019 not harvested
E2E NLG Challenge: Neural Models vs. Templates 1 1 1 Nov 2018 not harvested
Findings of the E2E NLG Challenge 1 1 2 Oct 2018 not harvested
A Deep Ensemble Model with Slot Alignment for Sequence-to-Sequence Natural Language Generation 0 1 16 May 2018 not harvested
TNT-NLG, System 1: Using a statistical NLG to massively augment crowd-sourced data for neural generation 0 1 26 Apr 2018 not harvested
Attention Regularized Sequence-to-Sequence Learning for E2E NLG Challenge 0 1 1 Mar 2018 not harvested
Technical Report for E2E NLG Challenge 0 1 19 Dec 2017 not harvested

Dataset loaders archive 2025-07-28

huggingface.co/datasets/tuetschek/e2e_nlghuggingface/datasetstfpytorchjax
huggingface.co/datasets/e2e_nlghuggingface/datasetstfpytorchjax
www.tensorflow.org/datasets/catalog/e2e_cleanedtensorflow/datasetstfjax

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

Tasks archive 2025-07-28

Text GenerationLanguage ModellingData-to-Text GenerationTable-to-Text Generation

License archive 2025-07-28

CC BY-SA 4.0

Modalities archive 2025-07-28

Texts

Languages archive 2025-07-28

English

Variants archive 2025-07-28

  • E2E NLG Challenge
  • Cleaned E2E NLG Challenge
  • E2E

3 variant names, as the archive lists them.

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