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Citation Context and Sentiment Analysis/证据
方法证据记录

Citation Context and Sentiment Analysis

Citation context and sentiment analysis is the scientometric text-mining technique that reads the words around a citation to recover why one paper cites another and with what attitude. Standard citation counting treats every citation as an equal, polarity-free vote, but Simone Teufel, Advaith Siddharthan and Dan Tidhar's 2006 EMNLP work showed that citations serve distinct rhetorical functions — using a method, contrasting with prior work, acknowledging a basis, or merely referencing in passing — and that these functions can be classified automatically from the citing sentence. Awais Athar's 2011 work extended this to sentiment, distinguishing positive, neutral, and negative (critical) citations using sentence-structure features. Together these methods turn the raw citation graph into a typed, sentiment-bearing graph, enabling more meaningful impact measures, better citation indexers, and summaries of how a paper has been received.

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源记录

引文逐字复制自方法源记录。这些引文不代表任何层级的验证。

Citation Context and Sentiment Analysis (Citation Function and Polarity Classification)
分类方法记录 · process-pipeline / bibliometrics
  • Teufel, S., Siddharthan, A., & Tidhar, D. (2006). Automatic classification of citation function. In Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing (EMNLP 2006), 103-110. · URL
  • Athar, A. (2011). Sentiment analysis of citations using sentence structure-based features. In Proceedings of the ACL 2011 Student Session, 81-87. · URL
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Same method familyBM25 Probabilistic Ranking (Okapi)machine-suggested · Relational suggestion, not evidence.Same method familyMean Average Precision (MAP)machine-suggested · Relational suggestion, not evidence.Same method familyNormalized Discounted Cumulative Gain (nDCG)machine-suggested · Relational suggestion, not evidence.

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Bibliographic sources are present. Claim-level evidence review has not been performed.

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