Abstract
We present FLORS, a new part-of-speech tagger for domain adaptation. FLORS uses robust representations that work especially well for unknown words and for known words with unseen tags. FLORS is simpler and faster than previous domain adaptation methods, yet it has significantly better accuracy than several baselines.- Anthology ID:
- Q14-1002
- Volume:
- Transactions of the Association for Computational Linguistics, Volume 2
- Month:
- Year:
- 2014
- Address:
- Cambridge, MA
- Venue:
- TACL
- SIG:
- Publisher:
- MIT Press
- Note:
- Pages:
- 15–26
- Language:
- URL:
- https://aclanthology.org/Q14-1002
- DOI:
- 10.1162/tacl_a_00162
- Cite (ACL):
- Tobias Schnabel and Hinrich Schütze. 2014. FLORS: Fast and Simple Domain Adaptation for Part-of-Speech Tagging. Transactions of the Association for Computational Linguistics, 2:15–26.
- Cite (Informal):
- FLORS: Fast and Simple Domain Adaptation for Part-of-Speech Tagging (Schnabel & Schütze, TACL 2014)
- PDF:
- https://preview.aclanthology.org/auto-file-uploads/Q14-1002.pdf
- Data
- Penn Treebank