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Opinion Summarization

The task of generating a summary of user opinions from reviews (and question-answers, etc)

Papers

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Showing 51–72 of 72 papers

TitleStatusHype
Unsupervised Opinion Summarization Using Approximate Geodesics—0
Large-Scale and Multi-Perspective Opinion Summarization with Diverse Review SubsetsCode0
Scientific Opinion Summarization: Paper Meta-review Generation Dataset, Methods, and EvaluationCode0
Noisy Pairing and Partial Supervision for Stylized Opinion SummarizationCode0
Semantic-Based Opinion SummarizationCode0
One Prompt To Rule Them All: LLMs for Opinion Summary EvaluationCode0
Unsupervised Abstractive Opinion Summarization by Generating Sentences with Tree-Structured Topic GuidanceCode0
Weakly-Supervised Opinion Summarization by Leveraging External InformationCode0
Leveraging Domain Knowledge for Efficient Reward Modelling in RLHF: A Case-Study in E-Commerce Opinion SummarizationCode0
Summarizing Opinions: Aspect Extraction Meets Sentiment Prediction and They Are Both Weakly SupervisedCode0
Incremental Extractive Opinion Summarization Using Cover TreesCode0
OpinSummEval: Revisiting Automated Evaluation for Opinion SummarizationCode0
Unsupervised Extractive Opinion Summarization Using Sparse CodingCode0
Polarity Calibration for Opinion SummarizationCode0
Target-oriented Opinion Words Extraction with Target-fused Neural Sequence LabelingCode0
Unsupervised Opinion Summarization as Copycat-Review GenerationCode0
Rationale-based Opinion SummarizationCode0
Read what you need: Controllable Aspect-based Opinion Summarization of Tourist ReviewsCode0
Efficient Few-Shot Fine-Tuning for Opinion SummarizationCode0
ReflectSumm: A Benchmark for Course Reflection SummarizationCode0
Hierarchical Indexing for Retrieval-Augmented Opinion SummarizationCode0
From Key Points to Key Point Hierarchy: Structured and Expressive Opinion SummarizationCode0
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