Mihaylov, Todor ; Frank, Anette (2016)
AIPHES-HD system at TAC KBP 2016: Neural Event Trigger Detection and Event Type and Realis Disambiguation with Word Embeddings.
Konferenzveröffentlichung, Bibliographie
| Typ des Eintrags: | Konferenzveröffentlichung |
|---|---|
| Erschienen: | 2016 |
| Autor(en): | Mihaylov, Todor ; Frank, Anette |
| Art des Eintrags: | Bibliographie |
| Titel: | AIPHES-HD system at TAC KBP 2016: Neural Event Trigger Detection and Event Type and Realis Disambiguation with Word Embeddings |
| Sprache: | Englisch |
| Publikationsjahr: | November 2016 |
| Buchtitel: | Proceedings of the TAC Knowledge Base Population (KBP) 2016 |
| URL / URN: | https://tac.nist.gov/publications/2016/participant.papers/TA... |
| Zugehörige Links: | |
| Freie Schlagworte: | AIPHES_area_a2 |
| ID-Nummer: | TUD-CS-2016-14752 |
| Zusätzliche Informationen: | <div>With this work we participate in the TAC-KBP 2016 Event Nugget Track for Event Nugget Detection. We implement a simple but effective system which uses a Bi-Directional LSTM with embeddings short-cuts to the output for Event Trigger detection and simple Logistic Regression Classifiers with event trigger context features based on word embeddings for Event Type and Realis detection. Our post-submission models yield state-of-the-art results on the official task dataset. </div> <div>We train and evaluate our system for English and it can easily be adapted for Chinese, Spanish or other languages as our best model uses only word embeddings as external resources.</div> |
| Fachbereich(e)/-gebiet(e): | DFG-Graduiertenkollegs DFG-Graduiertenkollegs > Graduiertenkolleg 1994 Adaptive Informationsaufbereitung aus heterogenen Quellen |
| Hinterlegungsdatum: | 04 Jul 2017 10:14 |
| Letzte Änderung: | 28 Sep 2018 15:12 |
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