Second Workshop on Bangla Language Processing

Accepted papers

Please check the presentation mode for the accepted papers using the link below. The full program details will be available soon.

Presentation Mode for Accepted Papers

All Regular Workshop Papers

1. Byte Pair Encoding Is All You Need For Automatic Bengali Speech Recognition - Ahnaf Mozib Samin
2. GRASP-ChoQ: Knowledge Graph-Based Retrieval Augmentation for Stance Detection in Political Texts with Chain-of-Questions Reasoning - Rasel Mahmud, Md. Abdur Rakib Mollah, Aninda Kumar Sharma, Omar Faruq Osama
3. Reveal-Bangla: A Dataset for Cross-Lingual Multi-Step Reasoning Evaluation - Khondoker Ittehadul Islam, Gabriele Sarti
4. BanglaTalk: Towards Real-Time Speech Assistance for Bengali Regional Dialects - Jakir Hasan, Shubhashis Roy Dipta
5. Read Between the Lines: A Benchmark for Uncovering Political Bias in Bangla News Articles - Nusrat Jahan Lia, Shubhashis Roy Dipta, Abdullah Khan Zehady, Naymul Islam, Madhusodan Chakraborty, Abdullah Al Wasif
6. BiCap: Bangla Image Captioning Using Attention-based Encoder-Decoder Architecture - Md Aminul Kader Bulbul
7. Zero-Shot Multi-Label Classification of Bangla Documents: Large Decoders Vs. Classic Encoders - Souvika Sarkar, Md Najib Hasan, Santu Karmaker
8. A Hybrid Transformer–Sequential Model for Depression Detection in Bangla–English Code-Mixed Text - Md Siddikul Imam Kawser, Jidan Al Abrar, Mehebub Bin Kabir, Md. Rayhan Chowdhury, Md Ataullah Bahari
9. BhasaBodh: Bridging Bangla Dialects and Romanized Forms through Machine Translation - Md. Tofael Ahmed Bhuiyan, Md. Abdur Rahman, Abdul Kadar Muhammad Masum
10. CheckSent-BN: A Bengali Multi-Task Dataset for Claim Checkworthiness and Sentiment Classification from News Headlines - Pritam Pal, Dipankar Das
11. Advancing Subjectivity Detection in Bengali News Articles Using Transformer Models with POS-Aware Features - Md Minhazul Kabir, Kawsar Ahmed, Mohammad Ashfak Habib, Mohammed Moshiul Hoque
12. Gen-mABSA-T5: A Multilingual Zero-Shot Generative Framework for Aspect-Based Sentiment Analysis - Shabrina Akter Shahana, Nuzhat Nairy Afrin, Md Musfique Anwar, ISRAT JAHAN
13. A Comprehensive Text Optimization Approach to Bangla Summarization - Irtifa Haider, Shanjida Alam
14. BLUCK: A Benchmark Dataset for Bengali Linguistic Understanding and Cultural Knowledge - Daeen Kabir, Minhajur Rahman Chowdhury Mahim, Sheikh Shafayat, Adnan Sadik, Arian Ahmed, Eunsu Kim, Alice Oh
15. BanHateME : Understanding Hate in Bangla Memes thorough Detection, Categorization, and Target Profiling - Md Ayon Mia, Md Fahim
16. P6Jiggasha: Benchmarking Large Language Models on Bangla Physics Question Answering with Cross-lingual Evaluation - S.M. SHAHRIAR, Md Tahmid Hasan Fuad, Md Fahim, Md. Azad Hossain
17. LP-FT-LoRA: A Three-Stage PEFT Framework for Efficient Domain Adaptation in Bangla NLP Tasks - Tasnimul Hossain Tomal, Anam Borhan Uddin, Intesar Tahmid, Mir Sazzat Hossain, Md Fahim, Md Farhad Alam Bhuiyan
18. Human–LLM Benchmarks for Bangla Dialect Translation: Sylheti and Chittagonian on the BanglaCHQ-Summ Corpus - Nowshin Mahjabin, Ahmed Shafin Ruhan, Mehreen Chowdhury, Md Fahim, MD AZAM HOSSAIN
19. BanHate: An Up-to-Date and Fine-Grained Bangla Hate Speech Dataset - Faisal Hossain Raquib, Akm Moshiur Rahman Mazumder, Md Tahmid Hasan Fuad, Md Farhan Ishmam, Md Fahim
20. BOIGENRE: A Large-Scale Bangla Dataset for Genre Classification from Book Summaries - Rafi Hassan Chowdhury, Rahanuma Ryaan Ferdous
21. ChakmaBridge: A Five-Way Parallel Corpus for Navigating the Script Divide in an Endangered Language - Md. Abdur Rahman, Md. Tofael Ahmed Bhuiyan, Abdul Kadar Muhammad Masum
22. A Comparative Analysis of Retrieval-Augmented Generation Techniques for Bengali Standard-to-Dialect Machine Translation Using LLMs - K. M. Jubair Sami, Dipto Sumit, Ariyan Hossain, Farig Sadeque
23. Exploring Cross-Lingual Knowledge Transfer via Transliteration-Based MLM Fine-Tuning for Critically Low-resource Chakma Language - Adity Khisa, Nusrat Jahan Lia, Tasnim Mahfuz Nafis, Zarif Masud, Tanzir Pial, Shebuti Rayana, Ahmedul Kabir
24. LLMs for Low-Resource Dialect Translation Using Context-Aware Prompting: A Case Study on Sylheti - Tabia Tanzin Prama
25. Clustering LLM-based Word Embeddings to Determine Topics from Bangla Articles - Rifat Rahman
26. Benchmarking Large Language Models on Bangla Dialect Translation and Dialectal Sentiment Analysis - Md Mahir Jawad, Rafid Ahmed, Ishita Sur Apan, Tasnimul Hossain Tomal, Fabiha Haider, Mir Sazzat Hossain, Md Farhad Alam Bhuiyan
27. Robustness of LLMs to Transliteration Perturbations in Bangla - Fabiha Haider, Md Farhan Ishmam, Fariha Tanjim Shifat, Md Tasmim Rahman Adib, Md Fahim, Md Farhad Alam Bhuiyan
28. Generative Data Augmentation for Improving Semantic Classification - Shadman Rohan, Mahmud Elahi Akhter, Ibraheem Muhammad Moosa, Nabeel Mohammed, Amin Ahsan Ali, AKMMAHBUBUR RAHMAN
29. bnContextQA: Benchmarking Long-Context Question Answering and Challenges in Bangla - Adnan Ahmad, Labiba Adiba, Namirah Rasul, Md Tahmid Rahman Laskar, Sabbir Ahmed
30. Form-aware Poetic Generation for Bangla - Amina, Abdullah, Mueeze Al Mushabbir, Sabbir Ahmed
31. Overview of BLP-2025 Task 1: Bangla Hate Speech Identification - Md Arid Hasan, Firoj Alam, Md Fahad Hossain, Usman Naseem, Syed Ishtiaque Ahmed
32. Overview of BLP-2025 Task 2: Code Generation in Bangla - Nishat Raihan, Mohammad Anas Jawad, Md Mezbaur Rahman, Noshin Ulfat, Pranav Gupta, Mehrab Mustafy Rahman, Santu Karmaker, Marcos Zampieri

Shared Task 1: Bangla Hate Speech Identification

1. Bahash-AI at BLP-2025 Task 1: Bangla Hate Speech Detection using Data Augmentation and Pre-trained Model - Sahinur Rahman Laskar, Bishwaraj Paul
2. Gradient Masters at BLP-2025 Task 1: Advancing Low-Resource NLP for Bengali using Ensemble-Based Adversarial Training for Hate Speech Detection - Syed Mohaiminul Hoque, Naimur Rahman, Md Sakhawat Hossain
3. PromptGuard at BLP-2025 Task 1: A Few-Shot Classification Framework Using Majority Voting and Keyword Similarity for Bengali Hate Speech Detection - Rakib Hossan, Shubhashis Roy Dipta
4. BElite at BLP-2025 Task 1: Leveraging Ensemble for Multi Task Hate Speech Detection in Bangla - Zannatul Fardaush Tripty, Ibnul Mohammad Adib, Nafiz Fahad, Muhammad Tanjib Hussain, Md Kishor Morol
5. Computational Story Lab at BLP-2025 Task 1: HateSense: A Multi-Task Learning Framework for Comprehensive Hate Speech Identification using LLMs - Tabia Tanzin Prama, Christopher M. Danforth, Peter Dodds
6. CUET-NLP_Zenith at BLP-2025 Task 1: A Multi-Task Ensemble Approach for Detecting Hate Speech in Bengali YouTube Comments - Md. Refaj Hossan, Kawsar Ahmed, Mohammed Moshiul Hoque
7. TeamHateMate at BLP Task1: Divide and Conquer: A Two-Stage Cascaded Framework with K-Fold Ensembling for Multi-Label Bangla Hate Speech Classification - Mahbub Islam Mahim, Mehedi Hasan
8. NSU_MILab at BLP-2025 Task 1: Decoding Bangla Hate Speech: Fine-Grained Type and Target Detection via Transformer Ensembles - Md. Mohibur Rahman Nabil, Muhammad Rafsan Kabir, Rakib Islam, Fuad Rahman, Nabeel Mohammed, Shafin Rahman
9. Catalyst at BLP-2025 Task 1: Transformer Ensembles and Multi-task Learning Approaches for Bangla Hate Speech Detection - Nahid Hasan
10. Heisenberg at BLP-2025 Task 1: Bangla Hate Speech Classification using Pretrained Language Models and Data Augmentation - Samin Yasir
11. Retriv at BLP-2025 Task 1: A Transformer Ensemble and Multi-Task Learning Approach for Bangla Hate Speech Identification - Sourav Saha, K M Nafi Asib, Mohammed Moshiul Hoque
12. CoU-CU-DSG at BLP-2025 Task 1: Leveraging Weighted Probabilistic Fusion of Language Models for Bangla Hate Speech Detection - Ashraful Alam, Abdul Aziz, Abu Nowshed Chy
13. PerceptionLab at BLP-2025 Task 1: Domain-Adapted BERT for Bangla Hate Speech Detection: Contrasting Single-Shot and Hierarchical Multiclass Classification - Tamjid Hasan Fahim, Kaif Ahmed Khan
14. SyntaxMind at BLP-2025 Task 1: Leveraging Attention Fusion of CNN and GRU for Hate Speech Detection - Md. Shihab Uddin Riad
15. Code_Gen at BLP-2025 Task 1: Enhancing Bangla Hate Speech Detection with Transformers through Token-Aware Adversarial Contrastive Training and Layer-wise Learning Rate Decay - Shifat Islam, Abhishek Agarwala, Emon Ghosh
16. CUET_Sntx_Srfrs at BLP-2025 Task 1: Combining Hierarchical Classification and Ensemble Learning for Bengali Hate Speech Detection - Hafsa Hoque Tripty, Laiba Tabassum, Hasan Mesbaul Ali Taher, Kawsar Ahmed, Mohammed Moshiul Hoque
17. Velora at BLP-2025 Task 1: Multi-Method Evaluation for Hate Speech Classification in Bangla Text - Sad Yeamin Sayem, Sabira Rahman
18. PentaML at BLP-2025 Task 1: Linear Probing of Pre-trained Transformer-based Models for Bangla Hate Speech Detection - Intesar Tahmid, Rafid Ahmed, Md Mahir Jawad, Anam Borhan Uddin, Md Fahim, Md Farhad Alam Bhuiyan
19. HateNet-BN at BLP-2025 Task 1: A Hierarchical Attention Approach for Bangla Hate Speech Detection - Mohaymen Ul Anam, Akm Moshiur Rahman Mazumder, Ashraful Islam, AKMMAHBUBUR RAHMAN, M Ashraful Amin
20. Ecstasy at BLP-2025 Task 1: TF-IDF Informed Prompt Engineering with LoRA Fine-tuning for Bangla Hate Speech Detection - Kazi Reyazul Hasan, Mubasshira Musarrat, Muhammad Abdullah Adnan

Shared Task 2: Code Generation in Bangla

1. CodeAnubad at BLP-2025 Task 2: Efficient Bangla-to-Python Code Generation via Iterative LoRA Fine-Tuning of Gemma-2 - Soumyajit Roy
2. Troopers at BLP-2025 Task 2: Reward-Selective Fine-Tuning based Code Generation Approach for Bangla Prompts - Musa Tur Farazi, Nufayer Jahan Reza
3. PyBangla at BLP-2025 Task 2: Enhancing Bangla-to-Python Code Generation with Iterative Self-Correction and Multilingual Agents - Jahidul Islam, Md Ataullha, Saiful Azad
4. Barrier Breakers at BLP-2025 Task 2: Enhancing LLM Code Generation Capabilities through Test-Driven Development and Code Interpreter - Sajed Jalil, Shuvo Saha, Hossain Mohammad Seym
5. Musafir at BLP_2025 Task 2: Generating Python Code from Bangla Prompts using a Multi Model Cascade and Unit Test Validation - Sakibul Hasan, Md Tasin Abdullah, Abdullah Al Mahmud, Ayesha Banu
6. JU_NLP at BLP-2025 Task 2: Leveraging Zero-Shot Prompting for Bangla Natural Language to Python Code Generation - Pritam Pal, Dipankar Das
7. Retriv at BLP-2025 Task 2: Test-Driven Feedback-Guided Framework for Bangla-to-Python Code Generation - K M Nafi Asib, Sourav Saha, Mohammed Moshiul Hoque
8. NSU_PiedPiper at BLP-2025 Task 2: A Chain-of-Thought with Iterative Debugging Approach for Code Generation with Bangla Instruction - Ahmad Fahmid, Fahim Foysal, Wasif Haider, Shafin Rahman, Md Adnan Arefeen
9. NALA_MAINZ at BLP-2025 Task 2: A Multi-agent Approach for Bengali Instruction to Python Code Generation - Hossain Shaikh Saadi, Faria Alam, Mario Sanz-Guerrero, Minh Duc Bui, Manuel Mager, Katharina von der Wense
10. CUET_Expelliarmus at BLP2025 Task 2: Leveraging Instruction Translation and Refinement for Bangla-to-Python Code Generation with Open-Source LLMs - Md Kaf Shahrier, SUHANA BINTA RASHID, Hasan Mesbaul Ali Taher, Mohammed Moshiul Hoque
11. AlphaBorno at BLP-2025 Task 2: Code Generation with Structured Prompts and Execution Feedback - Mohammad Ashfaq Ur Rahman, Muhtasim Ibteda Shochcho, Md Fahim
12. PyBhasha at BLP-2025 Task 2: Effectiveness of Semantic-Aware Translation and Ensembling in Bangla Code Generation - Foyez Ahmed Dewan, Nahid Montasir Rifat
13. AdversaryAI at BLP-2025 Task 2: A Think, Refine, and Generate (TriGen) System with LoRA and Self-Refinement for Code Generation - Omar Faruqe Riyad, Jahedul Alam Junaed
14. TeamB2B at BLP-2025 Task 2: BanglaForge: LLM Collaboration with Self-Refinement for Bangla Code Generation - Mahir Labib Dihan, Sadif Ahmed, Md Nafiu Rahman
15. BRACU_CL at BLP-2025 Task 2: CodeMist: A Transformer-Based Framework for Bangla Instruction-to-Code Generation - Md. Fahmid-Ul-Alam Juboraj, Soumik Deb Niloy, Mahbub E Sobhani, Farig Sadeque
16. Code_Gen at BLP-2025 Task 2: BanglaCode: A Cross-lingual Benchmark for Code Generation with Translation and Assertion Strategies - Abhishek Agarwala, Shifat Islam, Emon Ghosh