mariamffatima's picture
Fine-tuned Pakistan Legal Model with LoRA
a80a97c verified
metadata
library_name: peft
license: apache-2.0
base_model: google/flan-t5-base
tags:
  - base_model:adapter:google/flan-t5-base
  - lora
  - transformers
metrics:
  - rouge
model-index:
  - name: Pakistan-Legal-ChatBot
    results: []

Pakistan-Legal-ChatBot

This model is a fine-tuned version of google/flan-t5-base on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: nan
  • Rouge1: 0.2365
  • Rouge2: 0.0907
  • Rougel: 0.1905
  • Rougelsum: 0.1906

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 0.0005
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • num_epochs: 5
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Rouge1 Rouge2 Rougel Rougelsum
No log 1.0 245 nan 0.2365 0.0907 0.1905 0.1906
No log 2.0 490 nan 0.2365 0.0907 0.1905 0.1906
0.0 3.0 735 nan 0.2365 0.0907 0.1905 0.1906
0.0 4.0 980 nan 0.2365 0.0907 0.1905 0.1906
0.0 5.0 1225 nan 0.2365 0.0907 0.1905 0.1906

Framework versions

  • PEFT 0.18.0
  • Transformers 4.57.3
  • Pytorch 2.9.0+cu126
  • Datasets 4.0.0
  • Tokenizers 0.22.2