README.md 1.01 KB
Newer Older
Travis McGuire's avatar
Travis McGuire committed
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
This model is BERT base uncased trained on SQuAD v2 as:

```
python run_squad.py 
--model_type bert 
--model_name_or_path bert-base-uncased
--do_train 
--do_eval 
--overwrite_cache 
--do_lower_case 
--version_2_with_negative 
--train_file $SQUAD_DIR/train-v2.0.json 
--predict_file $SQUAD_DIR/dev-v2.0.json 
--per_gpu_train_batch_size 8 
--num_train_epochs 3 
--learning_rate 3e-5 
--max_seq_length 384 
--doc_stride 128 
--output_dir ./tmp/bert_base_fine/
```

Performance on a dev subset is close to the original paper:

```
Results: 
{
    'exact': 72.35932872655479, 
    'f1': 75.75355132564763, 
    'total': 6078, 
    'HasAns_exact': 74.29553264604812, 
    'HasAns_f1': 81.38490892002987, 
    'HasAns_total': 2910, 
    'NoAns_exact': 70.58080808080808, 
    'NoAns_f1': 70.58080808080808, 
    'NoAns_total': 3168, 
    'best_exact': 72.35932872655479, 
    'best_exact_thresh': 0.0, 
    'best_f1': 75.75355132564766, 
    'best_f1_thresh': 0.0
}
```

We are hopeful this might save you time, energy, and compute. Cheers!