Evaluating text categorization
HLT '91 Proceedings of the workshop on Speech and Natural Language
Assessing agreement on classification tasks: the kappa statistic
Computational Linguistics
CiteSeer: an automatic citation indexing system
Proceedings of the third ACM conference on Digital libraries
A re-examination of text categorization methods
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
SIGIR '80 Proceedings of the 3rd annual ACM conference on Research and development in information retrieval
Summarizing scientific articles: experiments with relevance and rhetorical status
Computational Linguistics - Summarization
Thumbs up or thumbs down?: semantic orientation applied to unsupervised classification of reviews
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Thumbs up?: sentiment classification using machine learning techniques
EMNLP '02 Proceedings of the ACL-02 conference on Empirical methods in natural language processing - Volume 10
Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management Systems)
A bootstrapping approach to unsupervised detection of cue phrase variants
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Creating a test collection for citation-based IR experiments
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
How to find better index terms through citations
CLIIR '06 Proceedings of the Workshop on How Can Computational Linguistics Improve Information Retrieval?
An annotation scheme for citation function
SigDIAL '06 Proceedings of the 7th SIGdial Workshop on Discourse and Dialogue
Comparing citation contexts for information retrieval
Proceedings of the 17th ACM conference on Information and knowledge management
Scientific paper summarization using citation summary networks
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Using citations to generate surveys of scientific paradigms
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
An annotation scheme for citation function
SigDIAL '06 Proceedings of the 7th SIGdial Workshop on Discourse and Dialogue
Visual overviews for discovering key papers and influences across research fronts
Journal of the American Society for Information Science and Technology
A multiple-perspective approach to constructing and aggregating Citation Semantic Link Network
Future Generation Computer Systems
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 3 - Volume 3
Accurate argumentative zoning with maximum entropy models
NLPIR4DL '09 Proceedings of the 2009 Workshop on Text and Citation Analysis for Scholarly Digital Libraries
NLPIR4DL '09 Proceedings of the 2009 Workshop on Text and Citation Analysis for Scholarly Digital Libraries
Document clustering of scientific texts using citation contexts
Information Retrieval
Using terms from citations for IR: some first results
ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval
Identifying non-explicit citing sentences for citation-based summarization
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Scientific authoring support: a tool to navigate in typed citation graphs
CL&W '10 Proceedings of the NAACL HLT 2010 Workshop on Computational Linguistics and Writing: Writing Processes and Authoring Aids
Estimating the birth and death years of authors of undated documents using undated citations
IceTAL'10 Proceedings of the 7th international conference on Advances in natural language processing
Evidence-based information extraction for high accuracy citation and author name identification
Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
Sentiment analysis of citations using sentence structure-based features
HLT-SS '11 Proceedings of the ACL 2011 Student Session
Coherent citation-based summarization of scientific papers
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Finding relevant papers based on citation relations
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Reference scope identification in citing sentences
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Context-enhanced citation sentiment detection
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Rediscovering ACL discoveries through the lens of ACL anthology network citing sentences
ACL '12 Proceedings of the ACL-2012 Special Workshop on Rediscovering 50 Years of Discoveries
Detection of implicit citations for sentiment detection
ACL '12 Proceedings of the Workshop on Detecting Structure in Scholarly Discourse
Journal of the American Society for Information Science and Technology
Evaluations of context-based co-citation searching
Scientometrics
Can't see the forest for the trees?: a citation recommendation system
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
A classification scheme for algorithm citation function in scholarly works
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
Generating extractive summaries of scientific paradigms
Journal of Artificial Intelligence Research
AWC '13 Proceedings of the First Australasian Web Conference - Volume 144
Power walk: revisiting the random surfer
Proceedings of the 18th Australasian Document Computing Symposium
Summarization of scientific documents by detecting common facts in citations
Future Generation Computer Systems
The ACL anthology network corpus
Language Resources and Evaluation
| Hi-index | 0.01 |
Citation function is defined as the author's reason for citing a given paper (e.g. acknowledgement of the use of the cited method). The automatic recognition of the rhetorical function of citations in scientific text has many applications, from improvement of impact factor calculations to text summarisation and more informative citation indexers. We show that our annotation scheme for citation function is reliable, and present a supervised machine learning framework to automatically classify citation function, using both shallow and linguistically-inspired features. We find, amongst other things, a strong relationship between citation function and sentiment classification.