Browse State-of-the-Art › Temporal Tagging
Temporal Tagging
4 papers with code · 8 benchmarks · 8 datasets archive 2025-07-28
Identification of the extent of a temporal expression (timex) in a text. The temporal expressions can be explicit (e.g. "October, 27 ") or implicit (e.g. "last month").
Other names: Timex Extraction; Timex Identification; Timex Detection
Description from the archive archive 2025-07-28.
Benchmarks archive 2025-07-28
8 leaderboard tables shown for this task, 8 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.
| Dataset | Best model (first row in archive order) | Paper | Code | Syntology | Compare |
|---|---|---|---|---|---|
| TempEval-3 (5 rows) | R2R | BERT got a Date: Introducing Transformers to Temporal Tagging | code | — | Compare |
| Basque TimeBank (1 row) | Lange et al. | Adversarial Alignment of Multilingual Models for Extracting... | — | — | Compare |
| Catalan TimeBank 1.0 (1 row) | Lange et al. | Adversarial Alignment of Multilingual Models for Extracting... | — | — | Compare |
| French Timebank (1 row) | Lange et al. | Adversarial Alignment of Multilingual Models for Extracting... | — | — | Compare |
| HengamCorpus (1 row) | Hengam | Hengam: An Adversarially Trained Transformer for Persian Temporal Tagging | code | — | Compare |
| KRAUTS (1 row) | Lange et al. | Adversarial Alignment of Multilingual Models for Extracting... | — | — | Compare |
| Spanish TimeBank 1.0 (1 row) | Lange et al. | Adversarial Alignment of Multilingual Models for Extracting... | — | — | Compare |
| TimeBankPT (1 row) | Lange et al. | Adversarial Alignment of Multilingual Models for Extracting... | — | — | Compare |
Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.
Libraries
Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.
Datasets archive 2025-07-28
8 datasets whose archive record lists this task, ordered by the archive's paper count.
Subtasks archive 2025-07-28
No subtask under this task in the archive's task tree.
Parent tasks archive 2025-07-28
Most implemented papers archive 2025-07-28
4 shown of 4 papers with code (15 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.
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20 Nov 2022 2 repositories listedWe create Hengam in the following concrete steps: (1) we develop HengamTagger, an extensible rule-based tool that can extract temporal expressions from a set of diverse language-specific patterns for any language of…
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11 Jan 2023 1 repository listedAll in all, these problems have limited the fair comparison between approaches and consequently, the development of temporal extraction systems.
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30 Sep 2021 1 repository listedBy supplementing training resources with weakly labeled data from rule-based systems, our model surpasses previous works in temporal tagging and type classification, especially on rare classes.
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1 May 2016 1 repository listedGATE is a widely used open-source solution for text processing with a large user community.
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