Dynamically Combining Syntax and Semantics in Natural Language Processing
نویسنده
چکیده
A controversy has existed over the interaction of syntax and semantics in natural language understanding systems. According to theories of integrated parsing, syntactic and semantic processing should take place simultaneously, with the parsing process driven by a single rule base which contains both syntactic and semantic knowledge. This is in sharp contrast to traditional linguistic approaches to language analysis, in which syntact,ic and semantic processing are performed separately from one another, driven by completely separate sets of syntactic and semantic rules. This paper presents an approach to natural language understanding which is a compromise between these two views. It is an integrated approach, in the sense that syntactic and semantic processing take place at the same time. However, unlike previous integrated systems, the approach described here uses largely separate bodies of syntactic and semantic knowledge, which are combined only at the time of processing.
منابع مشابه
Dynamic NLP : A model for language bootstrapping and lifelong learning
Though the end-objective of NLP is to relate to human tasks, almost all its energy is lavished on syntax. Semantics is injected later via semantic lexicons like wordnet, or by learning distributional semantics. The models for both syntax and semantics are static often learned offline from large tagged corpora or seed wordsets. In contrast, human adults dynamically update both syntactic and sema...
متن کاملSemantics-first Natura rocessi
There is no consensus on how syntax and semantic/pragmatics should interact in natural language processing. This paper focuses on one issue concerning interaction: order of processing. Two approaches are compared empirically: an interleaved syntax-first approach, in which semantic interpretations is performed at intermediate points during parsing; and a semantics-first approach, in which semant...
متن کاملTowards a Probabilistic Version of Bidirectional OT Syntax and Semantics
This paper argues that a purely probabilistic version of bidirectional Optimality-Theoretic syntax and semantics (Blutner 2000, Zeevat 2000) can make some significant contributions to the computational processing of natural language. The ideas outlined in this paper apply to interpretation as well as generation, but particular attention will be given to the question how bidirectionality can be ...
متن کاملIntegrated Processing Produces Robust Understanding Mallory Seifridge
Natural language interfaces to computers must deal with wide variation in real-world input. This paper proposes that, in order to handle real-world input robustly, a natural language interface should be constructed in accord with principles of integrated processing: processing syntax and semantics at the same time, processing syntax and semantics using the same mechanisms, and processing langua...
متن کاملA Simple Syntax for Complex Semantics
As part of a long-ranged project that aims at establishing databasetheoretic semantics as a model of computational semantics, this presentation focuses on the development of a syntactic component for processeing strings of words or sentences to construct semantic data structures. For design and modeling purposes, the present treatment will be restricted to the analysis of some problematic const...
متن کامل