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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 1–50 of 72 papers

TitleStatusHype
Aspect-Based Opinion Summarization with Argumentation Schemes—0
Aspect-Aware Decomposition for Opinion Summarization—0
LFOSum: Summarizing Long-form Opinions with Large Language Models—0
Distilling Opinions at Scale: Incremental Opinion Summarization using XL-OPSUMM—0
Thesis: Document Summarization with applications to Keyword extraction and Image Retrieval—0
Product Description and QA Assisted Self-Supervised Opinion Summarization—0
Polarity Calibration for Opinion SummarizationCode0
Rationale-based Opinion SummarizationCode0
ReflectSumm: A Benchmark for Course Reflection SummarizationCode0
Large, Small or Both: A Novel Data Augmentation Framework Based on Language Models for Debiasing Opinion Summarization—0
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
Attributable and Scalable Opinion SummarizationCode1
Simple Yet Effective Synthetic Dataset Construction for Unsupervised Opinion Summarization—0
OpineSum: Entailment-based self-training for abstractive opinion summarization—0
Prompted Opinion Summarization with GPT-3.5Code1
Noisy Pairing and Partial Supervision for Stylized Opinion SummarizationCode0
Analyzing Coreference and Bridging in Product Reviews—0
Unsupervised Opinion Summarization Using Approximate Geodesics—0
Beyond Opinion Mining: Summarizing Opinions of Customer ReviewsCode1
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
Matching The Statements: A Simple and Accurate Model for Key Point AnalysisCode1
Fine-Grained Opinion Summarization with Minimal Supervision—0
Comparative Opinion Summarization via Collaborative DecodingCode1
Learning Opinion Summarizers by Selecting Informative ReviewsCode1
Aspect-Controllable Opinion SummarizationCode1
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
Self-Supervised Multimodal Opinion SummarizationCode1
Convex Aggregation for Opinion SummarizationCode1
Unsupervised Opinion Summarization with Content PlanningCode1
Extractive Opinion Summarization in Quantized Transformer SpacesCode1
Synchronous Double-channel Recurrent Network for Aspect-Opinion Pair ExtractionCode1
Read what you need: Controllable Aspect-based Opinion Summarization of Tourist ReviewsCode0
OpinionDigest: A Simple Framework for Opinion SummarizationCode1
Self-Supervised and Controlled Multi-Document Opinion Summarization—0
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