| # Question & Answering Model for 'Save Your Minutes' from Dobby-AI | |
| Electra_Large Discriminator fine-tuned on SQuAD2.0 and custom QA dataset | |
| This model is [ahotrod/electra_large_discriminator_squad2_512](https://huggingface.co/ahotrod/electra_large_discriminator_squad2_512/blob/main/README.md) | |
| trained on additional custom dataset as: | |
| ``` | |
| !python3 run_squad.py --model_type electra \ | |
| --model_name_or_path /content/electra_large_512 \ | |
| --do_lower_case \ | |
| --output_dir /content/model/\ | |
| --do_train \ | |
| --train_file $data_dir/additional_qa.json\ | |
| --version_2_with_negative \ | |
| --do_lower_case \ | |
| --num_train_epochs 3 \ | |
| --weight_decay 0.01 \ | |
| --learning_rate 3e-5 \ | |
| --max_grad_norm 0.5 \ | |
| --adam_epsilon 1e-6 \ | |
| --max_seq_length 512 \ | |
| --doc_stride 128 \ | |
| --threads 12 \ | |
| --logging_steps 50 \ | |
| --save_steps 1000 \ | |
| --overwrite_output_dir \ | |
| --per_gpu_train_batch_size 4 | |
| ``` | |
| We used Google Colab for training the model, |