Distilling Semantic Concept Embeddings from Contrastively Fine-Tuned Language Models

Author:

Li Na1ORCID,Kteich Hanane2ORCID,Bouraoui Zied2ORCID,Schockaert Steven3ORCID

Affiliation:

1. University of Shanghai for Science and Technology, Shanghai, China

2. CRIL CNRS & University of Artois, Lens, France

3. Cardiff University, Cardiff , United Kingdom

Funder

EPSRC grant EP/V025961/1

ANR-22-CE23-0002 ERIANA

Publisher

ACM

Reference63 articles.

1. Combining BERT with Static Word Embeddings for Categorizing Social Media

2. Abdulrahman Almuhareb and Massimo Poesio . 2005 . Concept learning and categorization from the web . In Proceedings of the Annual Meeting of the Cognitive Science Society , Vol. 27 . Abdulrahman Almuhareb and Massimo Poesio. 2005. Concept learning and categorization from the web. In Proceedings of the Annual Meeting of the Cognitive Science Society, Vol. 27.

3. Don't count, predict! A systematic comparison of context-counting vs. context-predicting semantic vectors

4. Category norms of verbal items in 56 categories A replication and extension of the Connecticut category norms.

5. Sumithra Bhakthavatsalam , Chloe Anastasiades , and Peter Clark . 2020. GenericsKB: A Knowledge Base of Generic Statements. CoRR , Vol. abs/ 2005 .00660 ( 2020 ). Sumithra Bhakthavatsalam, Chloe Anastasiades, and Peter Clark. 2020. GenericsKB: A Knowledge Base of Generic Statements. CoRR, Vol. abs/2005.00660 (2020).

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