Opinion Summarization

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

Papers

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Showing 1–25 of 72 papers

Title	Date	Tasks	Status	Hype	Score
Comparative Opinion Summarization via Collaborative Decoding	Oct 14, 2021	Opinion Summarization	CodeCode Available	1	5
Few-Shot Learning for Opinion Summarization	Apr 30, 2020	Few-Shot LearningInformativeness	CodeCode Available	1	5
Self-Supervised Multimodal Opinion Summarization	May 27, 2021	DecoderOpinion Summarization	CodeCode Available	1	5
Unsupervised Opinion Summarization with Content Planning	Dec 14, 2020	Abstractive Text SummarizationOpinion Summarization	CodeCode Available	1	5
Beyond Opinion Mining: Summarizing Opinions of Customer Reviews	Jun 3, 2022	Opinion MiningOpinion Summarization	CodeCode Available	1	5
Learning Opinion Summarizers by Selecting Informative Reviews	Sep 9, 2021	Few-Shot LearningOpinion Summarization	CodeCode Available	1	5
Attributable and Scalable Opinion Summarization	May 19, 2023	Opinion SummarizationUnsupervised Opinion Summarization	CodeCode Available	1	5
OpinionDigest: A Simple Framework for Opinion Summarization	May 5, 2020	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1	5
Unsupervised Opinion Summarization with Noising and Denoising	Apr 21, 2020	Abstractive Text SummarizationDenoising	CodeCode Available	1	5
Prompted Opinion Summarization with GPT-3.5	Nov 29, 2022	Opinion SummarizationText Summarization	CodeCode Available	1	5
Synchronous Double-channel Recurrent Network for Aspect-Opinion Pair Extraction	Jul 1, 2020	Entity Extraction using GANOpinion Mining	CodeCode Available	1	5
Convex Aggregation for Opinion Summarization	Apr 3, 2021	Opinion SummarizationUnsupervised Opinion Summarization	CodeCode Available	1	5
Aspect-Controllable Opinion Summarization	Sep 7, 2021	Opinion Summarization	CodeCode Available	1	5
Matching The Statements: A Simple and Accurate Model for Key Point Analysis	Nov 1, 2021	Opinion MiningOpinion Summarization	CodeCode Available	1	5
Extractive Opinion Summarization in Quantized Transformer Spaces	Dec 8, 2020	ClusteringExtract Aspect	CodeCode Available	1	5
Efficient Few-Shot Fine-Tuning for Opinion Summarization	May 4, 2022	Abstractive Text SummarizationOpinion Summarization	CodeCode Available	0	5
Read what you need: Controllable Aspect-based Opinion Summarization of Tourist Reviews	Jun 8, 2020	Document SummarizationMulti-Document Summarization	CodeCode Available	0	5
Polarity Calibration for Opinion Summarization	Apr 2, 2024	ArticlesOpinion Summarization	CodeCode Available	0	5
Rationale-based Opinion Summarization	Mar 30, 2024	DiversityOpinion Summarization	CodeCode Available	0	5
ReflectSumm: A Benchmark for Course Reflection Summarization	Mar 27, 2024	Opinion Summarization	CodeCode Available	0	5
Incremental Extractive Opinion Summarization Using Cover Trees	Jan 16, 2024	Extractive SummarizationOpinion Summarization	CodeCode Available	0	5
Noisy Pairing and Partial Supervision for Stylized Opinion Summarization	Nov 16, 2022	Opinion Summarization	CodeCode Available	0	5
OpinSummEval: Revisiting Automated Evaluation for Opinion Summarization	Oct 27, 2023	Opinion Summarization	CodeCode Available	0	5
Large-Scale and Multi-Perspective Opinion Summarization with Diverse Review Subsets	Oct 20, 2023	Opinion Summarization	CodeCode Available	0	5
Hierarchical Indexing for Retrieval-Augmented Opinion Summarization	Mar 1, 2024	Opinion SummarizationRetrieval	CodeCode Available	0	5

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