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Computational Modeling of Morphological Effects in Bangla Visual Word Recognition
Tirthankar Dasgupta1, Manjira Sinha, Anupam Basu
1Department of Computer Science and Engineering, Indian Institute of Technology, Kharagpur, 721302, West Bengal, India, iamtirthankar@gmail.com.
This study investigates how Bangla polymorphemic words are processed in the mind. Findings suggest words are typically broken down into smaller parts (morphemes) for recognition, leading to a new computational model.
Area of Science:
- Psycholinguistics
- Computational Linguistics
- Cognitive Science
Background:
- The mental lexicon's organization of polymorphemic words is debated.
- Understanding word processing in morphologically rich languages like Bangla is crucial.
Purpose of the Study:
- To model the organization and processing of Bangla polymorphemic words.
- To determine if words are accessed holistically or via decomposition.
- To develop a computational model explaining Bangla derived word processing.
Main Methods:
- A masked priming experiment with native Bangla speakers.
- Analysis of reaction times (RT) and error rates.
- Development of computational models based on linguistic features and RT data.
Main Results:
- Morphologically derived words are generally accessed through decomposition.
- Word processing depends on factors like base/surface frequency, suffix characteristics, and productivity.
- A novel computational model integrating linguistic features achieved ~80% accuracy.
Conclusions:
- The mental lexicon likely decomposes Bangla polymorphemic words.
- The proposed computational model effectively explains processing phenomena.
- This model offers improved accuracy over existing frequency-based models.
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