Phonepadith/aidc-5k-laos-gemma-3-4b-it-v2
Phonepadith/aidc-5k-laos-gemma-3-4b-it-v2 is a 4.3 billion parameter instruction-tuned Gemma model, fine-tuned by Phonepadith Phoummavong. This model is specifically adapted for the Lao language, trained on over 5,000 high-quality Lao input-output pairs focused on AI and Digital Content (AIDC) topics. It excels at generating concise summaries and responses in Lao, making it suitable for summarization, question answering, and general chat in Lao.
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Overview
This model, Phonepadith/aidc-5k-laos-gemma-3-4b-it-v2, is a specialized version of Google's Gemma-3-4B-IT, fine-tuned by Phonepadith Phoummavong. It has been specifically adapted to understand and generate text in the Lao language (๐ฑ๐ฆ). The fine-tuning process utilized a curated dataset of over 5,000 high-quality Lao input-output pairs, with a primary focus on Artificial Intelligence and Digital Content (AIDC) topics.
Key Capabilities
- Lao Language Generation: Optimized for generating human-like text in Lao.
- Summarization: Designed to create concise summaries from Lao text.
- Question Answering: Capable of answering questions posed in Lao.
- General Chat: Suitable for conversational AI applications in Lao.
Training Details
The model was fine-tuned using LoRA with PEFT (Unsloth) on the base google/gemma-3b-it model. It processed 5,000 Lao supervised samples with a sequence length of 2048 and an AdamW optimizer over 3-5 epochs with early stopping. Evaluation metrics include the BLEU score to assess the quality of generated summaries against reference summaries.
Good For
- Developers building applications requiring Lao language processing.
- Tasks involving text summarization of Lao documents.
- Creating Lao-speaking chatbots or virtual assistants.
- Research and development in Lao Natural Language Processing (NLP).