A Framework that Uses the Web for Named Entity Class Identification: Case Study for Indian Classical Music Forums
Fuente:
Redalyc
Enregistré dans:
| Auteur principal: | |
|---|---|
| Format: | Artículo científico |
| Langue: | en |
| Publié: |
Instituto Politécnico Nacional
2016
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
| _version_ | 1876437251838181376 |
|---|---|
| author | Joe Cheri Ross |
| author_facet | Joe Cheri Ross |
| contents | A Framework that Uses the Web for Named Entity Class Identification: Case Study for Indian Classical Music Forums Joe Cheri Ross Aditya Joshi Pushpak Bhattacharyya Computación Music Data Named Entity Recognition Named Entity Class Identification Identification of named entity(NE) class (semantic class) is crucial for NLP problems like coreference resolution where semantic compatibility between the entity mentions is imperative to coreference decision. Short and noisy text containing the entity makes it challenging to extract the NE class of the entity through the context. We introduce a framework for named entity class identification for a given entity, using the web when the entity boundaries are known. The proposed framework will be beneficial for specialized domains where data and class label challenges exist. We demonstrate the benefit of our framework through a case study of Indian classical music forums. Apart from person and location included in standard semantic classes, here we also consider raga1, song, instrument and music concept. Our baseline approach follows a heuristic based method making use of Freebase, a structured web repository. The search engine based approaches acquire context from the web for an entity and perform named entity class identification. This approach shows improvement compared to baseline performance and it is further improved with the hierarchical classification introduced. In summary, our framework is a first-of-its-kind validation of viability of the web for NE class identification. 2016 artículo científico 1405-5546 https://www.redalyc.org/articulo.oa?id=61547469019 en http://www.redalyc.org/revista.oa?id=615 Computación y Sistemas application/pdf Instituto Politécnico Nacional Computación y Sistemas (México) Num.3 Vol.20 |
| format | Artículo científico |
| id | redalyc_61547469019 |
| institution | Redalyc |
| language | en |
| publishDate | 2016 |
| publisher | Instituto Politécnico Nacional |
| spellingShingle | A Framework that Uses the Web for Named Entity Class Identification: Case Study for Indian Classical Music Forums Joe Cheri Ross Computación Music Data Named Entity Recognition Named Entity Class Identification A Framework that Uses the Web for Named Entity Class Identification: Case Study for Indian Classical Music Forums Joe Cheri Ross Aditya Joshi Pushpak Bhattacharyya Computación Music Data Named Entity Recognition Named Entity Class Identification Identification of named entity(NE) class (semantic class) is crucial for NLP problems like coreference resolution where semantic compatibility between the entity mentions is imperative to coreference decision. Short and noisy text containing the entity makes it challenging to extract the NE class of the entity through the context. We introduce a framework for named entity class identification for a given entity, using the web when the entity boundaries are known. The proposed framework will be beneficial for specialized domains where data and class label challenges exist. We demonstrate the benefit of our framework through a case study of Indian classical music forums. Apart from person and location included in standard semantic classes, here we also consider raga1, song, instrument and music concept. Our baseline approach follows a heuristic based method making use of Freebase, a structured web repository. The search engine based approaches acquire context from the web for an entity and perform named entity class identification. This approach shows improvement compared to baseline performance and it is further improved with the hierarchical classification introduced. In summary, our framework is a first-of-its-kind validation of viability of the web for NE class identification. 2016 artículo científico 1405-5546 https://www.redalyc.org/articulo.oa?id=61547469019 en http://www.redalyc.org/revista.oa?id=615 Computación y Sistemas application/pdf Instituto Politécnico Nacional Computación y Sistemas (México) Num.3 Vol.20 |
| title | A Framework that Uses the Web for Named Entity Class Identification: Case Study for Indian Classical Music Forums |
| topic | Computación Music Data Named Entity Recognition Named Entity Class Identification |
| url | https://www.redalyc.org/articulo.oa?id=61547469019 |