Parsing Natural Language using Guided Local Search

نویسندگان

  • Michael Daum
  • Wolfgang Menzel
چکیده

In this paper an application of guided local search (GLS) to the problem of natural language parsing is presented. The given parsing approach is situated in a constraint based parsing paradigm [10] that allows natural language processing in a robust and resource adaptive way [16]. Some extensions of GLS are introduced, most notably a multi-threaded search where a couple of agents cooperate with each other in parallel, showing synergetic effects. The resulting algorithm is compared to competing techniques within the framework of weighted constraint dependency grammars [21]. An experimental evaluation shows GLS being on par with similar approaches [7].

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Improving search strategies: an experiment in best-first parsing

Viewing the syntactic analysis of natural language as a search problem, the right choice of parsing strategy plays an important role in the performance of natural language [arsers. After a motivatim: of the use of various heuristic criteria, a fl'amework for defining and testing par:;[ng strategies is presented. On this basis systematic tests on different parsing strategies have been performed,...

متن کامل

Uniform Parsing and Inferencing for Learning

In previous papers we have argued for the complete integration of natural language understanding with the rest of the cognitive system. Given a set of richly indexed memory structures, we have claimed that parsing is a general memory search process guided by predictive patterns of lexical and conceptual items which are a part of those memory structures. In this paper, we demonstrate that our ar...

متن کامل

Role of natural language understanding in voice local search

Speak4it is a voice-enabled local search system currently available for iPhone devices. The natural language understanding (NLU) component is one of the key technology modules in this system. The role of NLU in voice-enabled local search is twofold: (a) parse the automatic speech recognition (ASR) output (1-best and word lattices) into meaningful segments that contribute to high-precision local...

متن کامل

Probabilistic Models for Disambiguation of an HPSG-Based Chart Generator

We describe probabilistic models for a chart generator based on HPSG. Within the research field of parsing with lexicalized grammars such as HPSG, recent developments have achieved efficient estimation of probabilistic models and high-speed parsing guided by probabilistic models. The focus of this paper is to show that two essential techniques – model estimation on packed parse forests and beam...

متن کامل

An improved joint model: POS tagging and dependency parsing

Dependency parsing is a way of syntactic parsing and a natural language that automatically analyzes the dependency structure of sentences, and the input for each sentence creates a dependency graph. Part-Of-Speech (POS) tagging is a prerequisite for dependency parsing. Generally, dependency parsers do the POS tagging task along with dependency parsing in a pipeline mode. Unfortunately, in pipel...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2002