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JCDL/ICADL 2010 Report Kazunari Sugiyama 9 th July, 2010
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Outline of JCDL/ICADL 2010 Venue – Gold Coast, Queensland, Australia
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Outline of JCDL/ICADL 2010 Acceptance ratio – Full paper: 29.1% (32/110) – Short paper: 28.9% (13/45) Attendees – 206 people Next JCDL and ICADL – JCDL: Ottawa, Canada, June 2011 – ICADL: Beijing, China, Oct 2011
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Paper Introduction “Context Identification of Sentences in Related Work Sections using a Conditional Random Field: Towards Intelligent Digital Libraries” M. A. Angrosh, S. Cranefield, N. Stanger (University of Otago, New Zealand)
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Aim Context identification and sentence classification with Conditional Random Field (CRF) Target sentences – Sentences in related work sections Features – Citation features – Sentence features
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Rhetorical Pattern in Related Work Section
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Their defined classes Background – Background (BG) Citation sentences – Related work description – Citation sentence (RWD_CS) – Related work outcome – Citation sentence (RWO_CS) – Related work strength – Citation sentence (RWS_CS) Description sentences – Related work description (RWD) – Related work outcome (RWO) – Related work strength (RWS) Research gap sentences – Related work shortcoming (RWSC) – Contrasting work for other work (CWOW) Alternate approaches – Alternate work for a related work – Citation sentence (AWRW_CS) – Alternate approach to a related work (AARW) Current work – Current work outcome (CWO) – Current work shortcoming (CWSC)
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Features Citation features – The presence of citation in sentences Sentence features – The presence of certain terms Background terms – “This section presents an overview of …” ‘overview,’ ‘most research,’ ‘many researchers,’ … Strength terms – Mainly describe the strength of cited works ‘improve,’ ‘better,’ ‘performance,’ ‘aids,’ …
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Experiments Dataset – 50 research articles randomly selected from the Lecture Notes in Computer Science (LNCS) 1063 sentences in total Evaluation measures – Precision – Recall – F
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Experimental Results
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Summary of this paper Proposed an approach classification of sentences in related work sections Use CRF to achieve this goal Effective in using both citation and sentence features
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