💻 computer science
HumanOmni-Speaker: Identifying Who said What and When
本論文は、従来のオムニモーダルモデルが抱える「有能さの錯覚」を打破し、高フレームレート動画のフレーム間残差を効率的に符号化する「Visual Delta Encoder」を搭載した「HumanOmni-Speaker」を提案し、視覚的ショートカットに頼らず自然言語クエリのみで「誰が、何を、いつ言ったか」を高精度に特定する新たなベンチマークと手法を確立したものである。
原論文は CC BY 4.0 (http://creativecommons.org/licenses/by/4.0/) でライセンスされています。 これは以下の論文のAI生成解説です。著者が執筆または承認したものではありません。技術的な正確性については原論文を参照してください。 免責事項の全文を読む
この論文は、**「誰が、いつ、何を言ったのか？」**という、人間同士の会話の核心を AI に正しく理解させるための画期的な研究です。
これまでの AI は、映像を見て「誰が話しているか」を推測する際に、**「カンニング」**をしていました。この論文は、そのカンニングを禁止し、AI が本当に「耳と目」を合わせて理解する力を養う新しい仕組みとテスト方法を紹介しています。
以下に、難しい専門用語を避け、身近な例え話を使って解説します。
1. 問題点：AI の「勘違い」と「カンニング」
これまでの AI（Omni モデル）は、映像と音声を同時に処理できるすごい能力を持っていますが、「誰が話したか」を特定するテストでは、実はカンニングしていました。
- カンニングの例え：
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
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Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a teacher asks, "Who is speaking?"
Imagine a classroom where a
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