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Unsupervised Formal Grammar Induction with Confidence
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In: Proceedings of the Society for Computation in Linguistics (2020)
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Abstract:
I present a novel algorithm for minimally supervised formal grammar induction using a linguistically-motivated grammar formalism. This algorithm, called the Missing Link algorithm (ML), is built off of classic chart parsing methods, but makes use of a probabilistic confidence measure to keep track of potentially ambiguous lexical items. Because ML uses a structured grammar formalism, each step of the algorithm can be easily understood by linguists, making it ideal for studying the learnability of different linguistic phenomena. The algorithm requires minimal annotation in its training data, but is capable of learning nuanced data from relatively small training sets and can be applied to a variety of grammar formalisms. Though evaluating an unsupervised syntactic model is difficult, I present an evaluation using the Corpus of Linguistic Acceptability and show state-of-the-art performance.
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Keyword:
combinatory categorial grammar; Computational Linguistics; formal grammars; probabilistic models; unsupervised learning
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URL: https://scholarworks.umass.edu/cgi/viewcontent.cgi?article=1122&context=scil
https://scholarworks.umass.edu/scil/vol3/iss1/19
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| 62 |
Extending adaptor grammars to learn phonological alternations
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In: Proceedings of the Society for Computation in Linguistics (2020)
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| 63 |
Inferring Minimalist Grammars with an SMT-Solver
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In: Proceedings of the Society for Computation in Linguistics (2020)
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| 64 |
The verbs ter and haver: variation and change in portuguese language in Brazil ; Os verbos ‘ter’ e ‘haver’: variação e mudança na língua portuguesa no Brasil
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In: Acta Scientiarum. Language and Culture; Vol 42 No 2 (2020): July-Dec.; e52728 ; Acta Scientiarum. Language and Culture; v. 42 n. 2 (2020): July-Dec.; e52728 ; 1983-4683 ; 1983-4675 (2020)
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| 72 |
A General Framework for Sequential Grammars with Control Mechanisms
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In: Lecture Notes in Computer Science ; 21th International Conference on Descriptional Complexity of Formal Systems (DCFS) ; https://hal.inria.fr/hal-02387286 ; 21th International Conference on Descriptional Complexity of Formal Systems (DCFS), Jul 2019, Košice, Slovakia. pp.1-34, ⟨10.1007/978-3-030-23247-4_1⟩ (2019)
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| 73 |
Towards a DRS Parsing Framework for French
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In: Proceedings Advances in Natural Language Processing ; SNAMS 2019 : Sixth International Conference on Social Networks Analysis, Management and Security ; https://hal.archives-ouvertes.fr/hal-02280800 ; SNAMS 2019 : Sixth International Conference on Social Networks Analysis, Management and Security, Oct 2019, Granada, Spain. ⟨10.1109/SNAMS.2019.8931868⟩ (2019)
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| 74 |
Corpus de Textes Linguistiques Fondamentaux. Grammaires amérindiennes [4637]. Ed. Bernard Colombat. Pierre Maillard. Grammaire de la langue Mikmaque.
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In: Corpus de Textes Linguistiques Fondamentaux ; https://hal.archives-ouvertes.fr/hal-03311665 ; Corpus de Textes Linguistiques Fondamentaux, 2019 (2019)
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| 76 |
COGNITIVE LINGUISTICS AS A DEVELOPMENT OF FORMAL LINGUISTICS ... : КОГНИТИВНАЯ ЛИНГВИСТИКА КАК РАЗВИТИЕ ЛИНГВИСТИКИ ФОРМАЛЬНОЙ ...
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| 77 |
Silver-ableC: a Silver extension for writing ableC specifications ...
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| 78 |
Τα εγχειρίδια γραμματικής της ελληνικής γλωσσάς (1550-1821) ... : The grammar books of greek language (1550-1821) ...
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| 79 |
What sort of cognitive hypothesis is a derivational theory of grammar?
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