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janisrebekahv/finetuned-colloquial-tamil

sourceHugging Facecc-by-4.0updated 2y agoView on Hugging Face
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janisrebekahv/finetuned-colloquial-tamil

๐Ÿ“Œ Model Overview

This is a fine-tuned version of [suriya7/English-to-Tamil](https://huggingface.co/suriya7/English-to-Tamil), trained to produce colloquial Tamil translations instead of formal Tamil.

โœ… Translates English โ†’ Colloquial Tamil โœ… Incorporates slang, informal speech, and real-world phrasing โœ… Useful for chatbots, conversational AI, and social media applications


๐Ÿ“œ Dataset

๐Ÿ”น Custom Dataset Used for Fine-Tuning: ๐Ÿ“‚ [janisrebekahv/colloquial_tamil](https://huggingface.co/datasets/janisrebekahv/colloquial_tamil) This dataset was specifically curated to train this model, improving its ability to translate English to Colloquial Tamil accurately. This model was fine-tuned on a custom dataset, which includes:

1๏ธโƒฃ [jarvisvasu/english-to-colloquial-tamil](https://huggingface.co/datasets/jarvisvasu/english-to-colloquial-tamil) โ€“ A publicly available dataset for informal Tamil translations. 2๏ธโƒฃ YouTube Comments Dataset (Custom-Created) โ€“ Extracted using the YouTube API and manually converted to colloquial Tamil for authenticity. 3๏ธโƒฃ ChatGPT-Generated Data โ€“ Additional colloquial Tamil phrases aligned with natural speech patterns.

๐Ÿ“ Total dataset size: 16,269 sentence pairs


๐Ÿ”ฅ Example Usage

Load and test the model using Hugging Face Transformers:

python
from transformers import AutoModelForSeq2SeqLM, AutoTokenizer

# Load model and tokenizer
model_name = "janisrebekahv/finetuned-colloquial-tamil"
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForSeq2SeqLM.from_pretrained(model_name)

# Function to translate text
def translate(text):
    inputs = tokenizer(text, return_tensors="pt")
    outputs = model.generate(**inputs, max_length=128)
    return tokenizer.decode(outputs[0], skip_special_tokens=True)

# Example translations
test_sentences = [
    "This is so beautiful",
    "Bro, are you coming or not?",
    "My mom is gonna kill me if I don't reach home now!"
]

for sentence in test_sentences:
    print(f"English: {sentence}")
    print(f"Colloquial Tamil: {translate(sentence)}\n")