opinion summarization

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