Methods › Natural Language Processing › Word Embeddings › TWEC
Temporal Word Embeddings with a Compass
TWEC
Introduced by Valerio Di Carlo et al. in Training Temporal Word Embeddings with a Compass
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
TWEC is a method to generate temporal word embeddings: this method is efficient and it is based on a simple heuristic: we train an atemporal word embedding, the compass and we use this embedding to freeze one of the layers of the CBOW architecture. The frozen architecture is then used to train time-specific slices that are all comparable after training.
Papers archive 2025-07-28
7 shown of 7, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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On the Impact of Temporal Representations on Metaphor Detection 5 Nov 2021 · 1 repository · arXiv:2111.03320
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SWEAT: Scoring Polarization of Topics across Different Corpora 15 Sep 2021 · 1 repository · arXiv:2109.07231Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
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Diachronic Analysis of German Parliamentary Proceedings: Ideological Shifts through the Lens of Political Biases 13 Aug 2021 · 1 repository · arXiv:2108.06295
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Words with Consistent Diachronic Usage Patterns are Learned Earlier: A Computational Analysis Using Temporally Aligned Word Embeddings 20 Apr 2021 · 1 repository
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QMUL-SDS @ DIACR-Ita: Evaluating Unsupervised Diachronic Lexical Semantics Classification in Italian 5 Nov 2020 · 0 repositories · arXiv:2011.02935
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Temporal Embeddings and Transformer Models for Narrative Text Understanding 19 Mar 2020 · 0 repositories · arXiv:2003.08811
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Training Temporal Word Embeddings with a Compass 5 Jun 2019 · 1 repository · arXiv:1906.02376
Tasks archive 2025-07-28
9 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Word Embeddings | 6 |
| Diachronic Word Embeddings | 5 |
| Clustering | 1 |
| De-aliasing | 1 |
| Diversity | 1 |
| General Classification | 1 |
| Natural Language Understanding | 1 |
| Relation | 1 |
| regression | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections