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Opinion Summarization
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The task of generating a summary of user opinions from reviews (and question-answers, etc)
논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
Aspect-Aware Decomposition for Opinion Summarization
LFOSum: Summarizing Long-form Opinions with Large Language Models
Distilling Opinions at Scale: Incremental Opinion Summarization using XL-OPSUMM
Thesis: Document Summarization with applications to Keyword extraction and Image Retrieval
Product Description and QA Assisted Self-Supervised Opinion Summarization
Polarity Calibration for Opinion Summarization
Rationale-based Opinion Summarization
ReflectSumm: A Benchmark for Course Reflection Summarization
Large, Small or Both: A Novel Data Augmentation Framework Based on Language Models for Debiasing Opinion Summarization
Hierarchical Indexing for Retrieval-Augmented Opinion Summarization
Leveraging Domain Knowledge for Efficient Reward Modelling in RLHF: A Case-Study in E-Commerce Opinion Summarization
One Prompt To Rule Them All: LLMs for Opinion Summary Evaluation
Incremental Extractive Opinion Summarization Using Cover Trees
SEOpinion: Summarization and Exploration Opinion of E-Commerce Websites
OpinSummEval: Revisiting Automated Evaluation for Opinion Summarization
Large-Scale and Multi-Perspective Opinion Summarization with Diverse Review Subsets
Automatically Evaluating Opinion Prevalence in Opinion Summarization
From Key Points to Key Point Hierarchy: Structured and Expressive Opinion Summarization
AaKOS: Aspect-adaptive Knowledge-based Opinion Summarization
Scientific Opinion Summarization: Paper Meta-review Generation Dataset, Methods, and Evaluation
Attributable and Scalable Opinion Summarization
Simple Yet Effective Synthetic Dataset Construction for Unsupervised Opinion Summarization
OpineSum: Entailment-based self-training for abstractive opinion summarization
Prompted Opinion Summarization with GPT-3.5
Noisy Pairing and Partial Supervision for Stylized Opinion Summarization
Unsupervised Opinion Summarization Using Approximate Geodesics
Beyond Opinion Mining: Summarizing Opinions of Customer Reviews
Efficient Few-Shot Fine-Tuning for Opinion Summarization
Unsupervised Extractive Opinion Summarization Using Sparse Coding
Fine-Grained Opinion Summarization with Minimal Supervision
Comparative Opinion Summarization via Collaborative Decoding
Learning Opinion Summarizers by Selecting Informative Reviews
Aspect-Controllable Opinion Summarization
Unsupervised Abstractive Opinion Summarization by Generating Sentences with Tree-Structured Topic Guidance
Self-Supervised Multimodal Opinion Summarization
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