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Unlocking the complexity of phrasal composition: An interplay between semantic features and linguistic relations
Shaonan Wang1, Songhee Kim2, Jeffrey R Binder2
1State Key Laboratory of Multimodal Artificial intelligence systems, Institute of Automation Chinese Academy of Sciences, Beijing, China; Department of Psychology, New York University, New York, NY, USA.
Computational linguistics reveals that how words combine depends on their meaning and grammatical role. Different semantic features use distinct mathematical operations for conceptual composition in phrases.
Area of Science:
- Cognitive Science
- Computational Linguistics
- Psycholinguistics
Background:
- Existing theories on conceptual composition in language are fragmented, bridging formal semantics and neurolinguistics.
- Formal semantic theories often overlook conceptual content, while neurolinguistics highlights its importance in word composition.
- The relationship between these theoretical approaches to language interpretation remains unclear.
Purpose of the Study:
- To investigate the computational operations underlying conceptual composition in phrases.
- To determine how semantic content and linguistic relations influence these operations.
- To reconcile formal semantic and neurolinguistic perspectives on word combination.
Main Methods:
- Collected human ratings for experiential semantic features of individual words and six types of phrases.
- Examined phrase types varying in modification, argument-saturation, and context sensitivity.
- Compared the efficacy of different computational rules in predicting phrase ratings from word ratings.
Main Results:
- Composition operations are not uniform but vary based on feature type and linguistic relations.
- In adjective-noun phrases, addition merges attention features, while color features depend on the adjective.
- Social features in verb-noun phrases are guided by the verb; in noun-noun phrases, multiplication combines noun features.
Conclusions:
- Conceptual composition is context-dependent, influenced by both the meaning of words and their grammatical structure.
- Mathematical operations for merging semantic information differ across feature types and linguistic constructions.
- Findings suggest a unified model where formal linguistic structures interact with semantic content during interpretation.
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