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Generating comparative summaries of contradictory opinions in text
Generating comparative summaries of contradictory opinions in text,10.1145/1645953.1646004,Hyun Duk Kim,Chengxiang Zhai
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Generating comparative summaries of contradictory opinions in text
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Citations: 2
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Hyun Duk Kim
,
Chengxiang Zhai
ABSTRACT This paper presents a study of a novel summarization,problem called contrastive opinion summarization,(COS). Given two sets of posi- tively and negatively opinionated sentences which are often the out- put of an existing opinion summarizer, COS aims to extract compa- rable sentences from each set of opinions and generate a compara- tive summary,containing a set of contrastive sentence pairs. We for- mally formulate the problem,as an
optimization problem
and pro- pose two general methods,for generating a comparative summary using the framework, both of which rely on measuring the content similarity and contrastive similarity of two sentences. We study several strategies to compute,these two similarities. We also create a test data set for evaluating such a novel summarization,problem. Experiment results on this test set show that the proposed methods are effective for generating comparative,summaries,of contradic- tory opinions. Categories and Subject Descriptors
Conference:
International Conference on Information and Knowledge Management - CIKM
, pp. 385-394, 2009
DOI:
10.1145/1645953.1646004
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Citation Context
(1)
...to alleviate this problem including extracting information from reviews [18, 16, 26], summarizing users’ opinions, categorizing reviews according to opinion polarities [20, 6, 7], and extracting comparative sentences from reviews [12,
13
]...
Hongning Wang
,
et al.
Latent aspect rating analysis on review text data: a rating regression...
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Citations
(2)
Summarizing Contrastive Viewpoints in Opinionated Text
(
Citations: 1
)
Michael J. Paul
,
ChengXiang Zhai
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Empirical Methods in Natural Language Processing - EMNLP
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Latent aspect rating analysis on review text data: a rating regression approach
(
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