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opinion summarization

54 papers

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Co-occurring keywords

text summarization (889) unsupervised learning (3255) abstractive summarization (631) text generation (2903) large language model (12755) extractive summarization (310) aspect extraction (68) key point analysis (16) self-supervised learning (3751) latent representation (415)

Papers

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering ACL 2025
Rehearse With User: Personalized Opinion Summarization via Role-Playing based on Large Language Models ACL 2025
LLMs as Architects and Critics for Multi-Source Opinion Summarization AACL 2025
REFER: Mitigating Bias in Opinion Summarisation via Frequency Framed Prompting EMNLP 2025
LASS: A Novel and Economical Data Augmentation Framework Based on Language Models for Debiasing Opinion Summarization COLING 2025
Less Is More? Examining Fairness in Pruned Large Language Models for Summarising Opinions EMNLP 2025
Decomposed Opinion Summarization with Verified Aspect-Aware Modules ACL 2025
Aspect-Based Opinion Summarization with Argumentation Schemes ACL 2025
Inducing Argument Facets for Faithful Opinion Summarization EMNLP 2025
One Prompt To Rule Them All: LLMs for Opinion Summary Evaluation ACL 2024
Domain Adaptation for Subjective Induction Questions Answering on Products by Adversarial Disentangled Learning ACL 2024
Rationale-based Opinion Summarization NAACL 2024
Product Description and QA Assisted Self-Supervised Opinion Summarization NAACL 2024
Polarity Calibration for Opinion Summarization NAACL 2024
Opinions Are Not Always Positive: Debiasing Opinion Summarization with Model-Specific and Model-Agnostic Methods COLING 2024
Large-Scale and Multi-Perspective Opinion Summarization with Diverse Review Subsets EMNLP 2023
Aspect-aware Unsupervised Extractive Opinion Summarization ACL 2023
Simple Yet Effective Synthetic Dataset Construction for Unsupervised Opinion Summarization EACL 2023
OpineSum: Entailment-based self-training for abstractive opinion summarization ACL 2023
Synthesize, if you do not have: Effective Synthetic Dataset Creation Strategies for Self-Supervised Opinion Summarization in E-commerce EMNLP 2023
Disentangling Text Representation With Counter-Template For Unsupervised Opinion Summarization ACL 2023
Welcome to the Real World: Efficient, Incremental and Scalable Key Point Analysis EMNLP 2023
From Key Points to Key Point Hierarchy: Structured and Expressive Opinion Summarization ACL 2023
Prompted Opinion Summarization with GPT-3.5 ACL 2023
Attributable and Scalable Opinion Summarization ACL 2023