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Question Identification on Twitter
Baichuan Li, Xiance Si, Michael R. Lyu, Irwin King, and Edward Y. Chang
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Agenda
• Background• Two-phase Classification• Experiments• Conclusion
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Background
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Two Challenges
• 140 characters
• Special features
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Two-phase Classification
• Interrogative Tweet Detection– Tweets which contain question sentences
• Qweet Extraction– Interrogative tweets which require some information
or help and thus need to be answered
Interrogative Tweet
DetectionTweets Qweet
ExtractionQweetsInterrogative
Tweets
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Interrogative Tweet Detection
• Rule-based Approach– Question marks– 5W1H words and Refined 5W1H words – Heuristic Rules (Efron and Winget, 2010)
• Learning-based Approach– Frequent question patterns mining (Pei et al.,
2001) + One-class SVM (Schölkopf et al., 2001)– Over 850,000 QA pairs in community question
answering (CQA) portals were used
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Qweet Extraction
• Types of Interrogative Tweets
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Qweet Extraction
• Types of Interrogative Tweets
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Qweet Extraction
• Types of Interrogative Tweets
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Qweet Extraction
• Feature Extraction
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Experiments
• Data Set
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Results: Interrogative Tweet Detection
• Heuristics– H1: Must appear at the beginning of one sentence– H2: Add auxiliary words to the original 5W1H words
• “what” -> “what is” and “what are”
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Results: Qweet Extraction
• Context features are of great importance in distinguishing qweets from non-qweets
• Tweet-specific features also help in qweet identification
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Conclusion
• First Attempt in discovering questions from tweets automatically
• Two-phase classification – Interrogative Tweet Detection– Qweet Extraction
• Limitations and future work– Tweets containing rhetorical questions and
complicated self-ask-self-answer sentences– Real-time clustering (Ahmed et al., 2011)– Question analysis and classification
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Thank You!
Q&A
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