• Title/Summary/Keyword: Korean Parsing

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Research on improving KGQA efficiency using self-enhancement of reasoning paths based on Large Language Models

  • Min-Ji Seo;Myung-Ho Kim
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.9
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    • pp.39-48
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    • 2024
  • In this study, we propose a method to augment the provided reasoning paths to improve the answer performance and explanatory power of KGQA. In the proposed method, we utilize LLMs and GNNs to retrieve reasoning paths related to the question from the knowledge graph and evaluate reasoning paths. Then, we retrieve the external information related to the question and then converted into triples to answer the question and explain the reason. Our method evaluates the reasoning path by checking inference results and semantically by itself. In addition, we find related texts to the question based on their similarity and converting them into triples of knowledge graph. We evaluated the performance of the proposed method using the WebQuestion Semantic Parsing dataset, and found that it provides correct answers with higher accuracy and more questions with explanations than the reasoning paths by the previous research.

A Conceptual Framework for Korean-English Machine Translation using Expression Patterns (표현 패턴에 의한 한국어-영어 기계 번역을 위한 개념 구성)

  • Lee, Ho-Suk
    • Proceedings of the Korean Information Science Society Conference
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    • 2008.06c
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    • pp.236-241
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    • 2008
  • This paper discusses a Korean-English machine translation method using expression patterns. The expression patterns are defined for the purpose of aligning Korean expressions with appropriate English expressions in semantic and expressive senses. This paper also argues to develop a new Korean syntax analysis method using agglutinative characteristics of Korean language, expression pattern concept, sentence partition concept, and incorporation of semantic structures as well in the parsing process. We defined a simple Korean grammar to show the possibility of new Korean syntax analysis method.

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Symmetric and Asymmetric Properties in Korean Verbal Coordination: A Computational Implementation

  • Kim, Jong-Bok;Yang, Jae-Hyung
    • Language and Information
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    • v.15 no.2
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    • pp.1-21
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    • 2011
  • Of the coordination structures in Korean, the symmetric and asymmetric properties of verbal coordination have challenged both theoretical and computational approaches. This paper shows how a typed feature structure grammar, HPSG, together with the notions of 'type hierarchy' and 'constructions', can provide a robust basis for parsing (un)tensed verbal coordination as well as pseudo-coordination found in the language. We show that the analysis sketched here and computationally implemented in the existing resource grammar for Korean, Korean Resource Grammar (KRG), can yield proper syntactic structures as well as enriched semantic representations for real-time applications such as machine translation.

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Parsing Korean Comparative Constructions in a Typed-Feature Structure Grammar

  • Kim, Jong-Bok;Yang, Jae-Hyung;Song, Sang-Houn
    • Language and Information
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    • v.14 no.1
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    • pp.1-24
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    • 2010
  • The complexity of comparative constructions in each language has given challenges to both theoretical and computational analyses. This paper first identifies types of comparative constructions in Korean and discusses their main grammatical properties. It then builds a syntactic parser couched upon the typed feature structure grammar, HPSG and proposes a context-dependent interpretation for the comparison. To check the feasibility of the proposed analysis, we have implemented the grammar into the existing Korean Resource Grammar. The results show us that the grammar we have developed here is feasible enough to parse Korean comparative sentences and yield proper semantic representations though further development is needed for a finer model for contextual information.

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The Role of Pitch Range Reset in Korean Sentence Processing

  • Kong, Eun-Jong
    • Phonetics and Speech Sciences
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    • v.2 no.1
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    • pp.33-39
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    • 2010
  • This study investigates the effect of pitch range reset in Korean listeners' processing of syntactically ambiguous participle structures. Unlike Japanese and English,in Korean, the downtrend or the reset of pitch range does not consistently differentiate Accentual Phrases (AP), a lower level of phrasing, from Intonational Phrases (IP), a higher level of phrasing. Therefore, we explore Korean listeners' comprehension patterns for syntactically ambiguous speech strings varying in 1) the relative height of F0 peaks across prosodic units, and 2) the types of prosodic phrasing, to see whether pitch range reset informs the recovery of syntactic structure even though it is not reflected in the intonational hierarchy in Korean. The results show that the hierarchical level of prosodic phrasing affects the parsing pattern of syntactic ambiguity. The pitch range reset also cued the location of syntactic boundaries, but this effect was confined to phrases across AP.

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A method of the the substantives anaphora resolution in korean intra-sentential (한국어 문장내 체언류 조응대용어의 해결방안)

  • 김정해;이상국;이상조
    • Journal of the Korean Institute of Telematics and Electronics B
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    • v.33B no.4
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    • pp.183-190
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    • 1996
  • The purpose of this paper is to show that the solutions of the problem for the anaphor ocured in korean senstence, by means of one-direction activated chart parsing leaded by a head. This is the phenomenon frequently occured in the conversation of natural language and the part necessarily required in the construction of natural language processing system for the practical use. To solve the problem of anaphor in the korean language, we have computerized definition and the management conditions necessary in the semantic classification between the anaphor and its antecedent and index are added in the feature structure in lexicon. To deal with anaphor in parser and algorithm is proposed to solve the problem for anaphor. The range of management of pareser is extended to solve the problem for anaphor of the indeclinable parts of speech in korean occured in all the sentences the parser HPSG developed previously manages.

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A Study on Korean Question Processing System Using Knowledge Base (지식(知識) 베이스를 이용한 한국어(韓國語) 질문 처리(處理) 시스템에 관한 연구)

  • Kim, Pan-Jun
    • Journal of Information Management
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    • v.24 no.3
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    • pp.1-30
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    • 1993
  • Providing users who intend to retrieve document information in korean natural language with direct access to retrieval systems, a korean question processing system was developed in which korean natural language was translated into boolean search statements, which are the most frequently used in current information retrieval systems.

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A Study on the Methodologies of Korean Language Processing Avoiding Dead-end State (통제불능 상태를 회피하는 한국어 정보처리 방법론 연구)

  • Kang, Seung-Shik
    • Speech Sciences
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    • v.5 no.1
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    • pp.89-103
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    • 1999
  • It is relatively easy to develop a prototype of a Korean language processing system, but it is very difficult to make it an operational system. In this paper, we survey the current status and methodological issues of the Korean language processing systems such as morphological analyzer, parser and machine translator. In most cases, Korean language processing system easily comes to a dead-end state where its performance can not be improved any more. The reason is that it adopts a general algorithm covering similar problems as a whole because specific low-level problems are not clearly defined and their algorithms are unclear. So, when we add some restrictions to solve an individual linguistic problem, they are also applied to other linguistic phenomena as a side effect. It causes a critical problem that the improvement of the algorithm is very difficult. This paper proposes a 2-step paradigm, a divide-and-conquer method by the functional modularization, a simplification method, and an exception handling technique to develop an operational system that does not fall into a dead-end state.

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2018 Korean Information Processing System Competition: Korean Dependency Parsing (2018 국어 정보 처리 시스템 경진 대회: 한국어 의존 구문 분석)

  • Lee, Changki;Bae, Jangseong;Park, Cheoneum;Hong, Hyejin;Lee, Seung-Jae
    • Annual Conference on Human and Language Technology
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    • 2018.10a
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    • pp.675-677
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    • 2018
  • 의존 구문 분석은 문장 구조를 중심어와 수식어로 이루어진 의존 관계로 표현하는 방법이다. 표현 방식이 간단하고 자유 어순에 적합하기 때문에 한국어와 같이 어순이 자유롭고 문장 성분의 생략이 빈번한 언어에 적합한 것으로 알려져 있다. 본 논문에서는 한국어 의존 구문 분석 연구를 활성화하기 위해 개최된 2018 국어 정보 처리 시스템 경진대회에서 사용된 학습 및 평가 데이터를 간략히 소개하고, 각 참가자들이 제출한 시스템의 결과를 요약한다.

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Bracketing Input for Accurate Parsing

  • No, Yong-Kyoon
    • Proceedings of the Korean Society for Language and Information Conference
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    • 2007.11a
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    • pp.358-364
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    • 2007
  • Syntax parsers can benefit from speakers' intuition about constituent structures indicated in the input string in the form of parentheses. Focusing on languages like Korean, whose orthographic convention requires more than one word to be written without spaces, we describe an algorithm for passing the bracketing information across the tagger to the probabilistic CFG parser, together with one for heightening (or penalizing, as the case may be) probabilities of putative constituents as they are suggested by the parser. It is shown that two or three constituents marked in the input suffice to guide the parser to the correct parse as the most likely one, even with sentences that are considered long.

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