The contributions during this quantity concentrate on the Bayesian interpretation of usual languages, that is widespread in components of man-made intelligence, cognitive technology, and computational linguistics. this is often the 1st quantity to absorb subject matters in Bayesian typical Language Interpretation and make proposals in line with info conception, likelihood conception, and similar fields. The methodologies provided right here expand to the objective semantic and pragmatic analyses of computational ordinary language interpretation. Bayesian ways to usual language semantics and pragmatics are in keeping with tools from sign processing and the causal Bayesian versions pioneered by means of particularly Pearl. In sign processing, the Bayesian approach unearths the main possible interpretation by way of discovering the person who maximizes the made of the past chance and the chance of the translation. It hence stresses the significance of a creation version for interpretation as in Grice’s contributions to pragmatics or in interpretation via abduction.
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Extra info for Bayesian Natural Language Semantics and Pragmatics (Language, Cognition, and Mind, Volume 2)
Theorem provers can be employed for borderline cases like the elimination of inconsistent interpretations (the prior is zero) or uninformative interpretations (the likelihood is very low). World knowledge can presumably be dealt with using techniques from information retrieval. That leaves one with the two most psychological aspects: simulation and conceptual knowledge. Benotti and Blackburn (2011) is a solid first step for the simulation of coherent plans and there are techniques from computer vision that can be exapted to visual scene coherence.
Mellish, C. (1988). Implementing systemic classification by unification. Computational Linguistics, 14(1), 40–51. , & Chater, N. (2007). Bayesian rationality. Oxford: Oxford University Press. Pearl, J. (2009). , Vol. 29). Cambridge: MIT press. Pickering, M. , & Garrod, S. (2007). Do people use language production to make predictions during comprehension? Trends in Cognitive Sciences, 11(3), 105–110. 24 H. , & Dale, R. (2000). Building natural-language generation systems. Cambridge: Cambridge University Press.
A major issue is that these different resources would have to work together for good results and that it is far from clear how to let the combination result in a single number for prior probability. Another issue for working automatic BNLSP are emerging regularities. It happens to be the case—and not just by accident—that the objects that fill the agent thematic role in clauses are mostly animate. That means that a weak inference from being animate to being the subject of the clause is possible.