ML Research Wiki / Benchmarks / Sentiment Analysis / BanglaBook

BanglaBook

Sentiment Analysis Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: Weighted Average F1-score

Top Performing Models

Rank Model Paper Weighted Average F1-score Date Code
1 Bangla-BERT (large) BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews 0.93 2023-05-11 📦 mohsinulkabir14/banglabook
2 Random Forest (word 2-gram + word 3-gram) BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews 0.91 2023-05-11 📦 mohsinulkabir14/banglabook
3 Bangla-BERT (base-uncased) BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews 0.91 2023-05-11 📦 mohsinulkabir14/banglabook
4 SVM (word 2-gram + word 3-gram) BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews 0.91 2023-05-11 📦 mohsinulkabir14/banglabook
5 Random Forest (word 1-gram) BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews 0.90 2023-05-11 📦 mohsinulkabir14/banglabook
6 Logistic Regression (char 2-gram + char 3-gram) BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews 0.90 2023-05-11 📦 mohsinulkabir14/banglabook
7 Logistic Regression (word 2-gram + word 3-gram) BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews 0.90 2023-05-11 📦 mohsinulkabir14/banglabook
8 XGBoost (char 2-gram + char 3-gram) BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews 0.87 2023-05-11 📦 mohsinulkabir14/banglabook
9 Multinomial NB (word 2-gram + word 3-gram) BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews 0.87 2023-05-11 📦 mohsinulkabir14/banglabook
10 XGBoost (word 2-gram + word 3-gram) BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews 0.87 2023-05-11 📦 mohsinulkabir14/banglabook

All Papers (13)