St Polish Kartonberta Base Alpha V1
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St Polish Kartonberta Base Alpha V1
Developed by OrlikB
This is a Polish sentence transformer model based on the KartonBERTa architecture, primarily used for sentence similarity calculation and feature extraction tasks.
Downloads 3,494
Release Time : 11/12/2023
Model Overview
The model specializes in Polish text processing, capable of converting sentences into high-dimensional vector representations for tasks such as sentence similarity calculation, clustering, and classification.
Model Features
Polish language optimization
Specially optimized for Polish text, providing better language understanding capabilities
Sentence similarity calculation
Accurately calculates semantic similarity between Polish sentences
Multi-task support
Supports various natural language processing tasks such as clustering, classification, and retrieval
Model Capabilities
Sentence feature extraction
Sentence similarity calculation
Text clustering
Text classification
Information retrieval
Use Cases
Text analysis
Review classification
Sentiment classification of Polish product reviews
Achieved 40.19% accuracy on the AllegroReviews dataset
Semantic similarity judgment
Determining whether two Polish sentences express the same meaning
Achieved 89.2% accuracy on the CDSC-E dataset
Information retrieval
Document retrieval
Retrieving relevant Polish documents based on queries
Achieved 54.54% MRR@100 on the DBPedia-PL dataset
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