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innsikt - Opinion summarization
Mitigating Polarity Bias in Opinion Summarization through Reinforcement Learning-based Polarity Calibration
Polarity calibration aims to align the polarity of output summary with that of input text, mitigating the tendency of opinion summarization models to amplify polarity bias.
Rationale-based Opinion Summarization: Extracting Representative Opinions and Informative Rationales from Online Reviews
Rationale-based opinion summarization generates concise summaries that present representative opinions along with corresponding rationales, providing more informative and useful summaries compared to conventional opinion summaries.
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