Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Speech transcripts often only capture semantic content, omitting disfluencies that can be useful for analyzing social dynamics of a discussion. This work describes steps in building a model that can recover a large fraction of locations where disfluencies re present, by transforming carefully annotated text to match the standard transcription style, introducing a two-stage model for handling different types of disfluencies, and applying semi-supervised learning. Experiments show improvement in disfluency detection on Supreme Court oral arguments, nearly 23% improvement in F1.
['Victoria Zayats', 'Mari Ostendorf', 'Hannaneh Hajishirzi']
I am writing a research paper on a idea Unediting: Detecting Disfluencies Without Careful Transcripts
[{"from": "human", "value": "I am writing a research paper on a idea Unediting: Detecting Disfluencies Without Careful Transcripts"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Speech transcripts often only capture semantic content, omitting disfluencies that can be useful for analyzing social dynamics of a discussion. This work describes steps in building a model that can recover a large fraction of locations where disfluencies re present, by transforming carefully annotated text to match the standard transcription style, introducing a two-stage model for handling different types of disfluencies, and applying semi-supervised learning. Experiments show improvement in disfluency detection on Supreme Court oral arguments, nearly 23% improvement in F1."}]