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2006.07.26

COLING/ACL 2006

見たこと、聞いたことを箇条書き

・自分の発表 直前の練習で時間内に終わらなかったので急いでやったらうまくおさまった。質問の英語がよくわからず、なんとなく二つに絞られて片方に絞ったのだが、後で聞いたら外れの方を答えていたらしい。やった内容は性能はいいけど計算量が大きい確率モデルを訓練する時に、いろいろ工夫すると現実的な時間でできるという話。性能がもっとあがっていれば議論しやすいが、なかなかそうはいかない

・招待講演 Marcuさんの話。自然言語処理の多くの問題ではデコードの時に(はやってるstructured parceptronではトレーニングの時にも)argmaxを使うが、それが問題で、ベストではないという話。シーケンスにラベルを付ける問題で品詞付け、固有表現抽出、構文解析とか多くの問題がこの枠組みに含まれれる。大抵の問題では、決定的に解ける(ビタビとかで)ような探索空間を使うが、それがモデル設計の制約になっていたり、計算量が大きいという問題があった(という話だったような)。最後にSearnの話がでてきてこういう可能性もあるよということでまとめた

・機械翻訳 殆どStatistical MTの話。去年のACLで提案されたsynchronized CFGを利用する方法[A Hierarchical Phrase-Based Model for Statistical Machine Translation]の発展形でデコードに翻訳先の文を左から右へ順に決定できるよう制約をいれる話は面白かった[Left-to-Right Target Generation for Hierarchical Phrase-Based Translation]。この論文で示されたことで言語の枠組みが大きく違う日英間の翻訳では、文全体の並び替えがしやすいsynchronized CFGを使う方法はやはりうまくいくらしい。アライメントに焦点を絞った話も多かった。パラレルコーパス(同じことを述べている異なった言語対からなるコーパス)を集める話や、そこまでいかなくても似た話をしているフラグメントを集める話もかなり多かった。それだけ質の良いパラレルコーパスを集めるのが大変なんだろう。日英も巨大なやつは見つけられないなぁ。Marcuさんがワードアライメントの指標のWERと今使われているそれ用のコーパスを使うなと強く主張し続けたのが印象的だった(実際の仕事の内容を発表したのは残り5分ぐらい)。

・パーシング 自分の発表の裏でやっていたので聞けなかったが、PCFGにlatent annotationをつけるという話を拡張したものでF-scoreで90%越えした話が興味深い[Learning Accurate, Compact, and Interpretable Tree Annotation]。latent classを対数尤度が増える場合だけ分割したり、スムージングしたりするといいそうだ。昔やったword class modelのCFG版みたい。Discriminative parsing もまだ文長が大きいものはできないけどgenerative modelを超えたのが出てきたし[Advances in Discriminative Parsing]、精度はまだまだあがりそう。

・best paper 今年のbest paperはword netとかの既に分かっているtaxonomy(word netとか)とコーパスのdependency parserでつけた情報を組み合わせて単語間の未知の上位・下位語関係を見つける話でした[Semantic Taxonomy Induction from Heterogenous Evidence]。一つ一つの関係を独立に取り出したり、ヒューリスティックスなルールを使うのではなく、taxonomy全体の整合性(確率モデル)を高めるように決めていくという話。古くからある問題に対し比較的単純、だけど賢い確率モデルを適用していて、ありそうでなかった話。性能的にもブレークスルー。

・カンガルー/コアラ 一日休みの日があってみんなで船にのって動物園にいった。すごく寒くてワラビーも固まって震えていた。雨も降ってきた。個人的には走っているキリンとコアラ(おじさんみたいな顔だった)と謎の小動物達に会えたのでかなり満足。次の日の夜にカンガルーを食べました

・移動 サンフランシスコ→シドニー→サンフランシスコ はしんどい。でも待ち時間中にサンフランシスコで観光をしっかりした(ケーブルカー、フィッシャーマンズウォーフ? SFMOMAでは日本の戦後の写真展がやっていて自分の知らない日本がたくさんありました)。

・若手の会二次会 日本のNLPについて少し詳しくなった

|

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