Opinion Summarization

task ID: opinionsummarization

Related Papers

Dialogue-Oriented Review Summary Generation for Spoken Dialogue Recommendation Systems

Authors: nan

Publication: TIPSTER (2010)

DOI: nan

In this paper we present an opinion summari- zation technique in spoken dialogue systems. Opinion mining has been well studied for years, but very few have considered its appli- cation …...

23921

A Pilot Study of Opinion Summarization in Conversations

Authors: nan

Publication: TIPSTER (2011)

DOI: nan

This paper presents a pilot study of opinion summarization on conversations. We create a corpus containing extractive and abstrac- tive summaries of speaker’s opinion towards a given topic using 88 …...

36397

Monotone Submodularity in Opinion Summaries

Authors: nan

Publication: TIPSTER (2015)

DOI: nan

Opinion summarization is the task of pro- ducing the summary of a text, such that the summary also preserves the sentiment of the text. Opinion Summarization is thus a trade-off …...

34923

Few-Shot Learning for Opinion Summarization

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractOpinion summarization is the automatic creation of text reflecting subjective information expressed in multiple documents, such as user reviews of a product. The task is practically important and has attracted …...

30386

OpinionDigest: A Simple Framework for Opinion Summarization

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractWe present OpinionDigest, an abstractive opinion summarization framework, which does not rely on gold-standard summaries for training. The framework uses an Aspect-based Sentiment Analysis model to extract opinion phrases from …...

37191

Unsupervised Opinion Summarization as Copycat-Review Generation

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractOpinion summarization is the task of automatically creating summaries that reflect subjective information expressed in multiple documents, such as product reviews. While the majority of previous work has focused on …...

37508

Informative and Controllable Opinion Summarization

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractOpinion summarization is the task of automatically generating summaries for a set of reviews about a specific target (e.g., a movie or a product). Since the number of reviews for …...

42587

Self-Supervised Multimodal Opinion Summarization

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractRecently, opinion summarization, which is the generation of a summary from multiple reviews, has been conducted in a self-supervised manner by considering a sampled review as a pseudo summary. However, …...

8844

Comparative Opinion Summarization via Collaborative Decoding

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractOpinion summarization focuses on generating summaries that reflect popular subjective information expressed in multiple online reviews. While generated summaries offer general and concise information about a particular hotel or product, …...

32542

Opinion Summarization by Weak-Supervision from Mix-structured Data

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractOpinion summarization of multiple reviews suffers from the lack of reference summaries for training. Most previous approaches construct multiple reviews and their summary based on textual similarities between reviews,resulting in …...

31233

Unsupervised Extractive Opinion Summarization Using Sparse Coding

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractOpinion summarization is the task of automatically generating summaries that encapsulate information expressed in multiple user reviews. We present Semantic Autoencoder (SemAE) to perform extractive opinion summarization in an unsupervised …...

39293