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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 26–50 of 72 papers

TitleStatusHype
Hierarchical Indexing for Retrieval-Augmented Opinion SummarizationCode0
Leveraging Domain Knowledge for Efficient Reward Modelling in RLHF: A Case-Study in E-Commerce Opinion SummarizationCode0
One Prompt To Rule Them All: LLMs for Opinion Summary EvaluationCode0
Incremental Extractive Opinion Summarization Using Cover TreesCode0
SEOpinion: Summarization and Exploration Opinion of E-Commerce Websites—0
OpinSummEval: Revisiting Automated Evaluation for Opinion SummarizationCode0
Large-Scale and Multi-Perspective Opinion Summarization with Diverse Review SubsetsCode0
Automatically Evaluating Opinion Prevalence in Opinion Summarization—0
From Key Points to Key Point Hierarchy: Structured and Expressive Opinion SummarizationCode0
AaKOS: Aspect-adaptive Knowledge-based Opinion Summarization—0
Scientific Opinion Summarization: Paper Meta-review Generation Dataset, Methods, and EvaluationCode0
Simple Yet Effective Synthetic Dataset Construction for Unsupervised Opinion Summarization—0
OpineSum: Entailment-based self-training for abstractive opinion summarization—0
Noisy Pairing and Partial Supervision for Stylized Opinion SummarizationCode0
Analyzing Coreference and Bridging in Product Reviews—0
Unsupervised Opinion Summarization Using Approximate Geodesics—0
Efficient Few-Shot Fine-Tuning for Opinion SummarizationCode0
Unsupervised Extractive Opinion Summarization Using Sparse CodingCode0
A Multi-Granularity Opinion Summarization Method—0
Comparative Opinion Summarization via Collaborative Decoding—0
OrderSum: Reading Order-Aware Unsupervised Opinion Summarization—0
Fine-Grained Opinion Summarization with Minimal Supervision—0
Semantic-Based Opinion SummarizationCode0
TransSum: Translating Aspect and Sentiment Embeddings for Self-Supervised Opinion Summarization—0
Unsupervised Abstractive Opinion Summarization by Generating Sentences with Tree-Structured Topic GuidanceCode0
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