Dual Mechanism Priming Effects in Hindi Word Order

Sidharth Ranjan, Marten van Schijndel, Sumeet Agarwal, Rajakrishnan Rajkumar


Abstract
Word order choices during sentence production can be primed by preceding sentences. In this work, we test the DUAL MECHANISM hypothesis that priming is driven by multiple different sources. Using a Hindi corpus of text productions, we model lexical priming with an n-gram cache model, and we capture more abstract syntactic priming with an adaptive neural language model. We permute the preverbal constituents of corpus sentences and then use a logistic regression model to predict which sentences actually occurred in the corpus against artificially generated meaning-equivalent variants. Our results indicate that lexical priming and lexically-independent syntactic priming affect complementary sets of verb classes. By showing that different priming influences are separable from one another, our results support the hypothesis that multiple different cognitive mechanisms underlie priming.
Anthology ID:
2022.aacl-main.68
Volume:
Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)
Month:
November
Year:
2022
Address:
Online only
Editors:
Yulan He, Heng Ji, Sujian Li, Yang Liu, Chua-Hui Chang
Venues:
AACL | IJCNLP
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
936–953
Language:
URL:
https://aclanthology.org/2022.aacl-main.68
DOI:
Bibkey:
Cite (ACL):
Sidharth Ranjan, Marten van Schijndel, Sumeet Agarwal, and Rajakrishnan Rajkumar. 2022. Dual Mechanism Priming Effects in Hindi Word Order. In Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing (Volume 1: Long Papers), pages 936–953, Online only. Association for Computational Linguistics.
Cite (Informal):
Dual Mechanism Priming Effects in Hindi Word Order (Ranjan et al., AACL-IJCNLP 2022)
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PDF:
https://preview.aclanthology.org/emnlp-22-attachments/2022.aacl-main.68.pdf
Dataset:
 2022.aacl-main.68.Dataset.zip
Software:
 2022.aacl-main.68.Software.zip