Mohammad Anas Jawad
2025
Overview of BLP-2025 Task 2: Code Generation in Bangla
Nishat Raihan
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Mohammad Anas Jawad
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Md Mezbaur Rahman
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Noshin Ulfat
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Pranav Gupta
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Mehrab Mustafy Rahman
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Santu Karmaker
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Marcos Zampieri
Proceedings of the Second Workshop on Bangla Language Processing (BLP-2025)
This paper presents an overview of the BLP 2025 shared task Code Generation in Bangla, organized with the BLP workshop co-located with AACL. The task evaluates Generative AI systems capable of generating executable Python code from natural language prompts written in Bangla. This is the first shared task to address Bangla code generation. It attracted 152 participants across 63 teams, yielding 488 submissions, with 15 system-description papers. Participating teams employed both proprietary and open-source LLMs, with prevalent strategies including prompt engineering, fine-tuning, and machine translation. The top Pass@1 reached 0.99 on the development phase and 0.95 on the test phase. In this report, we detail the task design, data, and evaluation protocol, and synthesize methodological trends observed across submissions. Notably, we observe that the high performance is not based on single models; rather, a pipeline of multiple AI tools and/or methods.
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- Pranav Gupta 1
- Santu Karmaker 1
- Md Mezbaur Rahman 1
- Mehrab Mustafy Rahman 1
- Nishat Raihan 1
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