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2005年03月20日
形態素周辺確率を用いた分かち書きの一般化とその応用
「形態素周辺確率を用いた分かち書きの一般化とその応用」
というタイトルで言語処理学会で発表させていてだきました。
ここに原稿と発表資料をおいておきます。
「ソフト分かち書き」とか「もやもや形態素解析」などと呼んでいます。
一意の区切り方を求めるのではなく、ソフトな区切り方というのを
提案しています。
Namazu は形態素解析を使っていますが、形態素解析を使うことの
問題点は再現率が低くなることです。
「入力したキーワード通りの検索結果が表示されない」
というありがちな FAQ があるのですが、これは形態素解析の
区切りとユーザの入力の単位にズレが生じているからです。
一方、Rast のように形態素解析を使わず
n-gram (文字そのものや文字の並び) でindex する方法が注目されつつあります。
しかし、安易にそちらに流れたり、それを「売り」にするのはあまり好きになれません。
このような流れの動機付けは、「悪いところは目に付きやすい」という
ことのような気がします。形態素解析かn-gramはトレードオフの関係に
あることを十分承知していないと、いずれ n-gram の悪い点
(精度がよくない、適切にランキングできない) が目に付くことになるでしょう。
私は、tokenizer は取替え可能であるべきだと思っています。
tokenizer の抽象的な機能は、テキストを入力とすると索引語の
リストとその重みを返すだけです。それをどういう立場で実現するか
(形態素解析かn-gramか)は、ユーザの要求に応じて決めるべきことで、
事前に(システムの「売り」として)どれかの方法論に固定したり、
システムにハードコーディングされるべきではないと思います。
今回の発表では、形態素解析と n-gram 的な話を単一化しています。
ユーザは、双方の立場を自在に無段階に行き来できるようになります。
そういう意味で、上記の抽象的な tokenizer として十分使えるだろうと
期待しています。
でも、論文にまとめるには実験が必要で、客観的な評価が難しい。。
投稿者 taku : 2005年03月20日 22:44
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http://chasen.org/~taku/blog/mt-tb.cgi/121
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