Datasets › TempEval-3
TempEval-3 (TempEval-3: events, times, and temporal relations)
Within the SemEval-2013 evaluation exercise, the TempEval-3 shared task aims to advance research on temporal information processing. It follows on from TempEval-1 and -2, with: a three-part structure covering temporal expression, event, and temporal relation extraction; a larger dataset; and new single measures to rank systems – in each task and in general.
We present TempEval-3 Silver data, with 666K words, and TempEval-3 Platinum, an evaluation set with 6K words. Documents are annotation with EVENT and TIMEX3 spans and also TLINKs, following the TimeML standard.
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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Temporal Tagging | TempEval-3 | R2R Strict Detection (Pr.) 96.37 | BERT got a Date: Introducing Transformers to Temporal Tagging | satya77/Transformer_Temporal_Tagger | 5 | Compare |
| Temporal Information Extraction | TempEval-3 | Ning et al. Temporal awareness 67.2 | A Structured Learning Approach to Temporal Relation Extraction | — | 2 | Compare |
Papers archive 2025-07-28
4 shown of 4 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 18. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| BERT got a Date: Introducing Transformers to Temporal Tagging | 1 | 4 | 30 Sep 2021 | not harvested |
| Adversarial Alignment of Multilingual Models for Extracting Temporal Expressions from Text | 0 | 1 | 19 May 2020 | not harvested |
| A Structured Learning Approach to Temporal Relation Extraction | 0 | 1 | 12 Jun 2019 | not harvested |
| ClearTK-TimeML: A minimalist approach to TempEval 2013 | 0 | 1 | 1 Jun 2013 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- TempEval-3
1 variant name, as the archive lists them.
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