EUROSPEECH 2003 - INTERSPEECH 2003
8th European Conference on Speech Communication and Technology

Geneva, Switzerland
September 1-4, 2003

        

Morpheme-Based Lexical Modeling for Korean Broadcast News Transcription

Young-Hee Park, Dong-Hoon Ahn, Minhwa Chung

Sogang University, Korea

In this paper, we describe our LVCSR system for Korean broadcast news transcription. The main focus here is to find the most proper morpheme-based lexical model for Korean broadcast news recognition to deal with the inflectional flexibilities in Korean. Since there are trade-offs between lexicon size and lexical coverage, and between the length of lexical unit and WER, in our system we analyzed the training corpus to obtain a compact 24k-morpheme-based lexicon with 98.8% coverage. Then, the lexicon is optimized by combining morphemes using statistics of training corpus under monosyllable constraint or maximum length constraint. In experiments, our system reduced the number of monosyllable morphemes which are the most error-prone, from 52% to 29% of the lexicon and obtained 13.24% WER for anchor and 24.97% for reporter.

Full Paper

Bibliographic reference.  Park, Young-Hee / Ahn, Dong-Hoon / Chung, Minhwa (2003): "Morpheme-based lexical modeling for korean broadcast news transcription", In EUROSPEECH-2003, 1129-1132.