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This is a finetuned Version of Llama-3.2-11b-VLM model on Indian News paper dataset (https://huggingface.co/datasets/Aditya-Khedekar/SarvamAI-VLM-dataset) With Lora and Unsloth

Baseline vs. Fine-tuned Model

Metric Baseline Fine-tuned Improvement
Average WER 6.0228 0.3940 โ†“ 93.5%
Average CER 6.9800 0.3442 โ†“ 95.1%
Exact Sequence Accuracy 0.0047 0.5357 โ†‘ 113x
Flexible Sequence Accuracy 0.0143 0.6137 โ†‘ 42x

The fine-tuning dramatically improved all metrics:

  • WER/CER: Error rates decreased by over 90% (lower is better)
  • Exact Accuracy: Improved from virtually no exact matches (0.47%) to over 53%
  • Flexible Accuracy: Improved from 1.43% to 61.37% of outputs having โ‰ฅ95% similarity
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Model size
11B params
Tensor type
F32
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