| Attributable and Scalable Opinion Summarization | May 19, 2023 | Opinion SummarizationUnsupervised Opinion Summarization | CodeCode Available | 1 |
| Prompted Opinion Summarization with GPT-3.5 | Nov 29, 2022 | Opinion SummarizationText Summarization | CodeCode Available | 1 |
| Beyond Opinion Mining: Summarizing Opinions of Customer Reviews | Jun 3, 2022 | Opinion MiningOpinion Summarization | CodeCode Available | 1 |
| Matching The Statements: A Simple and Accurate Model for Key Point Analysis | Nov 1, 2021 | Opinion MiningOpinion Summarization | CodeCode Available | 1 |
| Comparative Opinion Summarization via Collaborative Decoding | Oct 14, 2021 | Opinion Summarization | CodeCode Available | 1 |
| Learning Opinion Summarizers by Selecting Informative Reviews | Sep 9, 2021 | Few-Shot LearningOpinion Summarization | CodeCode Available | 1 |
| Aspect-Controllable Opinion Summarization | Sep 7, 2021 | Opinion Summarization | CodeCode Available | 1 |
| Self-Supervised Multimodal Opinion Summarization | May 27, 2021 | DecoderOpinion Summarization | CodeCode Available | 1 |
| Convex Aggregation for Opinion Summarization | Apr 3, 2021 | Opinion SummarizationUnsupervised Opinion Summarization | CodeCode Available | 1 |
| Unsupervised Opinion Summarization with Content Planning | Dec 14, 2020 | Abstractive Text SummarizationOpinion Summarization | CodeCode Available | 1 |
| Extractive Opinion Summarization in Quantized Transformer Spaces | Dec 8, 2020 | ClusteringExtract Aspect | CodeCode Available | 1 |
| Synchronous Double-channel Recurrent Network for Aspect-Opinion Pair Extraction | Jul 1, 2020 | Entity Extraction using GANOpinion Mining | CodeCode Available | 1 |
| OpinionDigest: A Simple Framework for Opinion Summarization | May 5, 2020 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 1 |
| Few-Shot Learning for Opinion Summarization | Apr 30, 2020 | Few-Shot LearningInformativeness | CodeCode Available | 1 |
| Unsupervised Opinion Summarization with Noising and Denoising | Apr 21, 2020 | Abstractive Text SummarizationDenoising | CodeCode Available | 1 |
| Aspect-Based Opinion Summarization with Argumentation Schemes | Jun 11, 2025 | Opinion Summarization | —Unverified | 0 |
| Aspect-Aware Decomposition for Opinion Summarization | Jan 27, 2025 | Opinion Summarization | —Unverified | 0 |
| LFOSum: Summarizing Long-form Opinions with Large Language Models | Oct 16, 2024 | FormLanguage Modelling | —Unverified | 0 |
| Distilling Opinions at Scale: Incremental Opinion Summarization using XL-OPSUMM | Jun 16, 2024 | 8kOpinion Summarization | —Unverified | 0 |
| Thesis: Document Summarization with applications to Keyword extraction and Image Retrieval | May 20, 2024 | ArticlesDocument Summarization | —Unverified | 0 |
| Product Description and QA Assisted Self-Supervised Opinion Summarization | Apr 8, 2024 | DecoderOpinion Summarization | —Unverified | 0 |
| Polarity Calibration for Opinion Summarization | Apr 2, 2024 | ArticlesOpinion Summarization | CodeCode Available | 0 |
| Rationale-based Opinion Summarization | Mar 30, 2024 | DiversityOpinion Summarization | CodeCode Available | 0 |
| ReflectSumm: A Benchmark for Course Reflection Summarization | Mar 27, 2024 | Opinion Summarization | CodeCode Available | 0 |
| Large, Small or Both: A Novel Data Augmentation Framework Based on Language Models for Debiasing Opinion Summarization | Mar 12, 2024 | Data AugmentationLanguage Modelling | —Unverified | 0 |
| Hierarchical Indexing for Retrieval-Augmented Opinion Summarization | Mar 1, 2024 | Opinion SummarizationRetrieval | CodeCode Available | 0 |
| Leveraging Domain Knowledge for Efficient Reward Modelling in RLHF: A Case-Study in E-Commerce Opinion Summarization | Feb 23, 2024 | Opinion Summarization | CodeCode Available | 0 |
| One Prompt To Rule Them All: LLMs for Opinion Summary Evaluation | Feb 18, 2024 | Allnlg evaluation | CodeCode Available | 0 |
| Incremental Extractive Opinion Summarization Using Cover Trees | Jan 16, 2024 | Extractive SummarizationOpinion Summarization | CodeCode Available | 0 |
| SEOpinion: Summarization and Exploration Opinion of E-Commerce Websites | Dec 12, 2023 | Aspect ExtractionDescriptive | —Unverified | 0 |
| OpinSummEval: Revisiting Automated Evaluation for Opinion Summarization | Oct 27, 2023 | Opinion Summarization | CodeCode Available | 0 |
| Large-Scale and Multi-Perspective Opinion Summarization with Diverse Review Subsets | Oct 20, 2023 | Opinion Summarization | CodeCode Available | 0 |
| Automatically Evaluating Opinion Prevalence in Opinion Summarization | Jul 26, 2023 | Opinion SummarizationUnsupervised Opinion Summarization | —Unverified | 0 |
| From Key Points to Key Point Hierarchy: Structured and Expressive Opinion Summarization | Jun 6, 2023 | Natural Language InferenceOpinion Summarization | CodeCode Available | 0 |
| AaKOS: Aspect-adaptive Knowledge-based Opinion Summarization | May 26, 2023 | Opinion SummarizationText Generation | —Unverified | 0 |
| Scientific Opinion Summarization: Paper Meta-review Generation Dataset, Methods, and Evaluation | May 24, 2023 | Opinion SummarizationReview Generation | CodeCode Available | 0 |
| Simple Yet Effective Synthetic Dataset Construction for Unsupervised Opinion Summarization | Mar 21, 2023 | Natural Language InferenceOpinion Summarization | —Unverified | 0 |
| OpineSum: Entailment-based self-training for abstractive opinion summarization | Dec 21, 2022 | Abstractive Text SummarizationArticles | —Unverified | 0 |
| Noisy Pairing and Partial Supervision for Stylized Opinion Summarization | Nov 16, 2022 | Opinion Summarization | CodeCode Available | 0 |
| Analyzing Coreference and Bridging in Product Reviews | Oct 1, 2022 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | —Unverified | 0 |
| Unsupervised Opinion Summarization Using Approximate Geodesics | Sep 15, 2022 | DecoderDictionary Learning | —Unverified | 0 |
| Efficient Few-Shot Fine-Tuning for Opinion Summarization | May 4, 2022 | Abstractive Text SummarizationOpinion Summarization | CodeCode Available | 0 |
| Unsupervised Extractive Opinion Summarization Using Sparse Coding | Mar 15, 2022 | Dictionary LearningExtractive Summarization | CodeCode Available | 0 |
| A Multi-Granularity Opinion Summarization Method | Jan 16, 2022 | ClusteringOpinion Mining | —Unverified | 0 |
| Comparative Opinion Summarization via Collaborative Decoding | Nov 16, 2021 | Opinion Summarization | —Unverified | 0 |
| OrderSum: Reading Order-Aware Unsupervised Opinion Summarization | Nov 16, 2021 | Opinion SummarizationUnsupervised Opinion Summarization | —Unverified | 0 |
| Fine-Grained Opinion Summarization with Minimal Supervision | Oct 17, 2021 | Fine-Grained Opinion AnalysisOpinion Summarization | —Unverified | 0 |
| Semantic-Based Opinion Summarization | Sep 1, 2021 | Abstract Meaning RepresentationOpinion Summarization | CodeCode Available | 0 |
| TransSum: Translating Aspect and Sentiment Embeddings for Self-Supervised Opinion Summarization | Aug 1, 2021 | Opinion Summarization | —Unverified | 0 |
| Unsupervised Abstractive Opinion Summarization by Generating Sentences with Tree-Structured Topic Guidance | Jun 15, 2021 | Abstractive Text SummarizationOpinion Summarization | CodeCode Available | 0 |
