TAILIEUCHUNG - Báo cáo khoa học: "A Logic for Semantic"

We propose that logic (enhanced to encode probability information) is a good way of characterizing semantic interpretation. In support of this we give a fragment of an axiomatization for word-sense disambiguation, nounphrase (and verb) reference, and case disambiguation. We describe an inference engine (Frail3) which actually takes this axiomatization and uses it to drive the semantic interpretation process. We claim three benefits from this scheme. | A Logic for Semantic Interpretation1 Eugene Charniak and Robert Goldman Department of Computer Science Brown University Box 1910 Providence RI 02912 Abstract We propose that logic enhanced to encode probability information is a good way of characterizing semantic interpretation. In support of this we give a fragment of an axiomatization for word-sense disambiguation nounphrase and verb reference and case disambiguation. We describe an inference engine Frail3 which actually takes this axiomatization and uses it to drive the semantic interpretation process. We claim three benefits from this scheme. First the interface between semantic interpretation and pragmatics has always been problematic since all of the above tasks in general require pragmatic inference. Now the interface is trivial since both semantic interpretation and pragmatics use the same vocabulary and inference engine. The second benefit related to the first is that semantic guidance of syntax is a side effect of the interpretation. The third benefit is the elegance of the semantic interpretation theory. A few simple rules capture a remarkable diversity of semantic phenomena. I. Introduction The use of logic to codify natural language syntax is well known and many current systems can parse directly off axiomatizations . l . Many of these systems simultaneously construct an intermediate logical form using the same machinery. At the other end of language processing logic is a well-known tool for expressing the pragmatic information needed for plan recognition and speech act recognition 2-4 . In between these extremes logic appears much less. There has been some movement in the direction of placing semantic interpretation on a more logical footing 5 6 but it is nothing like what has happened at the extremes of the language understanding process. To some degree this is understandable. These middle parts such as word-sense disambiguation noun phrase reference case disambiguation etc. are notoriously

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