« ACL 2005 | メイン | stream wrapper »
2005年06月28日
ACL 2日目
大域的制約を Named Entity に使うという話が最近はやっているみたいです。
最初は Andrew McCallum が指摘して、それに続くようにチラホラ
話がでてきています。
大域的制約とは、「同じ表記の単語は同じNEになりやすい」という
性質をモデル化することに相当します。たとえば、「一青窈」はどんな
コンテキストでも人名です。しかし、以前の局所制約のみで動くものは
局所的な情報が不足したとたんに、正しく解析できません。
ACLで聞いた以下の論文は、Gibbs Sampling をつかって近似的に
inference しています。
Incorporating Non-local Information into Information
Extraction Systems by Gibbs Sampling
http://www.stanford.edu/~jrfinkel/papers/gibbscrf.pdf
去年の今頃、上記の大域的制約はNEに特に重要だと思っていて、
その性質を取り入れるようなモデルの定式化をやっていましたが、
なんやかんやで放り投げてしまいました。もっとがんばっておけば。。。
投稿者 taku : 2005年06月28日 12:12
トラックバック
このエントリーのトラックバックURL:
http://chasen.org/~taku/blog/mt-tb.cgi/147
このリストは、次のエントリーを参照しています: ACL 2日目:
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