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An extended model of natural logic
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In: http://aclweb.org/anthology-new/W/W09/W09-3714.pdf (2009)
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A phrase-based alignment model for natural language inference
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In: http://nlp.stanford.edu/~mgalley/papers/emnlp08-nli.pdf (2008)
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Abstract:
The alignment problem—establishing links between corresponding phrases in two related sentences—is as important in natural language inference (NLI) as it is in machine translation (MT). But the tools and techniques of MT alignment do not readily transfer to NLI, where one cannot assume semantic equivalence, and for which large volumes of bitext are lacking. We present a new NLI aligner, the MANLI system, designed to address these challenges. It uses a phrase-based alignment representation, exploits external lexical resources, and capitalizes on a new set of supervised training data. We compare the performance of MANLI to existing NLI and MT aligners on an NLI alignment task over the well-known Recognizing Textual Entailment data. We show that MANLI significantly outperforms existing aligners, achieving gains of 6.2 % in F1 over a representative NLI aligner and 10.5 % over GIZA++. 1
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URL: http://nlp.stanford.edu/~mgalley/papers/emnlp08-nli.pdf
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.381.3845
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Modeling semantic containment and exclusion in natural language inference
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In: http://aclweb.org/anthology-new/C/C08/C08-1066.pdf (2008)
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A phrase-based alignment model for natural language inference
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In: http://www.aclweb.org/anthology-new/D/D08/D08-1084.pdf (2008)
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Robust textual inference using diverse knowledge sources
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In: http://www.stanford.edu/~jrfinkel/papers/pascalRTE.pdf (2005)
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Robust textual inference using diverse knowledge sources
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In: http://nlp.stanford.edu/cmanning/papers/rte.pdf (2005)
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Robust Graph Alignment Methods for Textual Inference and Machine Reading
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In: http://www.aaai.org/Papers/Symposia/Spring/2007/SS-07-06/SS07-06-007.pdf
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Modeling Semantic Containment and Exclusion in Natural Language Inference
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In: http://nlp.stanford.edu/~wcmac/papers/natlog-coling08.pdf
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A Phrase-Based Alignment Model for Natural Language Inference
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In: http://nlp.stanford.edu/~wcmac/papers/nli-alignment-emnlp08.pdf
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