Datasets › SemEval-2017 Task-10

SemEval-2017 Task-10

Introduced by Isabelle Augenstein et al. in SemEval 2017 Task 10: ScienceIE - Extracting Keyphrases and Relations from Scientific Publications10 Apr 2017 archive 2025-07-28

We describe the SemEval task of extracting keyphrases and relations between them from scientific documents, which is crucial for understanding which publications describe which processes, tasks and materials. Although this was a new task, we had a total of 26 submissions across 3 evaluation scenarios. We expect the task and the findings reported in this paper to be relevant for researchers working on understanding scientific content, as well as the broader knowledge base population and information extraction communities.

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
Keyword Extraction SemEval-2017 Task-10 Phraseformer(BERT, ExEm(ft)) F1 score 67.13 Phraseformer: Multimodal Key-phrase Extraction using... — 5 Compare

Papers archive 2025-07-28

2 shown of 2 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 33. 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
Phraseformer: Multimodal Key-phrase Extraction using Transformer and Graph Embedding 0 4 9 Jun 2021 not harvested
FRAKE: Fusional Real-time Automatic Keyword Extraction 1 1 10 Apr 2021 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

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

No modality tagged.

Languages archive 2025-07-28

Variants archive 2025-07-28

  • SemEval-2017 Task-10

1 variant name, as the archive lists them.

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