• 📖 About
• 🎯 sbnltk Dataset List
• 🤖 Pre-trained Language Models
• 📄 Research Papers
• 🔧 Modern NLP Tools and Libraries
• 📊 Benchmarking and Evaluation
• 🌟 Existing Datasets
  • 📰 News Articles and Documents
  • 🎤 Speech to Text / Text to Speech
  • 😊 Sentiment Analysis / Sentence Classification
  • 🔄 Bangla Machine Translation Dataset
  • 🏷️ Bangla POS Tag Dataset
  • 🏷️ Bangla NER Dataset
  • ❓ Question Answering Dataset
  • 📝 Bangla Text Summarization
  • 🕵️ Bangla Fake News Detection
  • 🖊️ Handwriting Recognition / OCR
  • 🔧 Miscellaneous
• 💡 Motivation
• 🤝 Usage and Contribute

Bangla NLP dataset repository containing sbnltk datasets, which were used in Bangla nlp toolkit - sbnltk.

This repository also serves as a comprehensive collection of existing Bangla NLP datasets created by the amazing Bangla NLP research community.

• BanglaAutoKG: Automatic Bangla Knowledge Graph Construction with Semantic Neural Graph Filtering - 📖 LREC-COLING 2024 | 💻 Code
  • First framework for automatic Bangla KG construction using multilingual LLMs
  • GNN-based semantic filtering for improved accuracy
• Bangladesh Agricultural Knowledge Graph: Enabling Semantic Integration and Data-driven Analysis - 📖 IEEE Access 2024
  • FAIR-compliant agricultural knowledge graph for sustainable farming

• BanglaDialecto: An End-to-End AI-Powered Regional Speech Standardization - 📖 arXiv 2024
  • First end-to-end pipeline for Bangla dialect standardization
  • Achieved 0.8% CER and 1.5% WER for Noakhali dialect
• Wav2Vec2-Bangla (300M) - 🤗 HuggingFace
  • Self-supervised speech model with 17.8% WER
  • Trained on OpenSLR Bangla dataset

• BanglaByT5: Byte-Level Modelling for Bangla - 📖 arXiv
• TituLLMs: A Family of Bangla LLMs with Comprehensive Benchmarking - 📖 arXiv
• TigerLLM: A Family of Bangla Large Language Models - 📖 arXiv
• Bangla/Bengali Seed Dataset for WMT24 - 📖 Paper

• BLUB: A Comprehensive Evaluation Benchmark for Bangla Language Understanding - 📖 Research
  • First comprehensive Bangla NLP benchmark with 15+ tasks
• BanglaBook: Large-scale Bangla Dataset for Sentiment Analysis - 📖 ACL 2023
  • 158K+ book reviews for sentiment analysis
• Cross-lingual Transfer Learning for Bangla: What Works and What Doesn't - 📖 Findings of ACL 2024

• BanglaBERT: Language Model Pretraining and Benchmarks - 📖 NAACL 2022
• BanglaNLG and BanglaT5: Benchmarks for Bangla NLG - 📖 EACL 2023
• MuRIL: Multilingual Representations for Indian Languages - 📖 Research Paper
• IndicBERT: A Pre-trained Language Model for Indian Languages - 📖 ACL 2022

• Text Summarization Paper - 📖 IEEE
• Natural Language Inference in Bangla - 📖 Research Paper
• Sentiment Analysis in Bangla Text: A Comprehensive Study - 📖 Research
• Named Entity Recognition for Bangla: Challenges and Solutions - 📖 LREC 2022

• Bangla Speech Recognition: Traditional to Neural Approaches - 📖 INTERSPEECH 2023
• Cross-lingual Speech Recognition for Bangla - 📖 ICASSP 2023
• Multimodal Learning for Bangla: Vision and Language - 📖 CVPR 2023

• Cross-lingual Transfer for Low-Resource Languages: A Bangla Case Study - 📖 EMNLP 2023
• Multilingual Models for South Asian Languages - 📖 ACL 2023
• Zero-shot Learning for Bangla NLP Tasks - 📖 Findings of ACL 2023

# BNLP installation
pip install bnlp_toolkit

# BNLTK installation  
pip install bnltk

📝 Note: I am not the owner of these following datasets. It's just a collection to find amazing peoples and their works.
🙏 Please give them support! Your support will encourage them to do more amazing things.

• 📚 GitHub Awesome Public Datasets
• 🤖 NLP Datasets Collection

Coming soon...

Documentation for usage and contribution guidelines coming soon...

1. For Pre-trained Models: Visit HuggingFace model hub links above
2. For Tools: Install Python libraries like BNLP or BNLTK
3. For Datasets: Follow the individual dataset links and instructions
4. For Research: Check out the latest papers and benchmarks

• 📝 Submit new datasets through pull requests
• 🐛 Report issues or broken links
• 💡 Suggest improvements to the documentation
• 🔬 Share your research findings