Update deepset/roberta-base-squad2 model card (#8522)
* Update README.md * Update README.md
This commit is contained in:
@@ -5,7 +5,7 @@ datasets:
|
|||||||
|
|
||||||
# roberta-base for QA
|
# roberta-base for QA
|
||||||
|
|
||||||
NOTE: This model has been superseded by deepset/roberta-base-squad2-v2. For an explanation of why, see [this github issue](https://github.com/deepset-ai/FARM/issues/552) from the FARM repository.
|
NOTE: This is version 2 of the model. See [this github issue](https://github.com/deepset-ai/FARM/issues/552) from the FARM repository for an explanation of why we updated. If you'd like to use version 1, specify `revision="v1.0"` when loading the model in Transformers 3.5.
|
||||||
|
|
||||||
## Overview
|
## Overview
|
||||||
**Language model:** roberta-base
|
**Language model:** roberta-base
|
||||||
@@ -19,10 +19,10 @@ NOTE: This model has been superseded by deepset/roberta-base-squad2-v2. For an e
|
|||||||
## Hyperparameters
|
## Hyperparameters
|
||||||
|
|
||||||
```
|
```
|
||||||
batch_size = 50
|
batch_size = 96
|
||||||
n_epochs = 3
|
n_epochs = 2
|
||||||
base_LM_model = "roberta-base"
|
base_LM_model = "roberta-base"
|
||||||
max_seq_len = 384
|
max_seq_len = 386
|
||||||
learning_rate = 3e-5
|
learning_rate = 3e-5
|
||||||
lr_schedule = LinearWarmup
|
lr_schedule = LinearWarmup
|
||||||
warmup_proportion = 0.2
|
warmup_proportion = 0.2
|
||||||
@@ -32,9 +32,18 @@ max_query_length=64
|
|||||||
|
|
||||||
## Performance
|
## Performance
|
||||||
Evaluated on the SQuAD 2.0 dev set with the [official eval script](https://worksheets.codalab.org/rest/bundles/0x6b567e1cf2e041ec80d7098f031c5c9e/contents/blob/).
|
Evaluated on the SQuAD 2.0 dev set with the [official eval script](https://worksheets.codalab.org/rest/bundles/0x6b567e1cf2e041ec80d7098f031c5c9e/contents/blob/).
|
||||||
|
|
||||||
```
|
```
|
||||||
"exact": 78.49743114629833,
|
"exact": 79.97136359807968
|
||||||
"f1": 81.73092721240889
|
"f1": 83.00449234495325
|
||||||
|
|
||||||
|
"total": 11873
|
||||||
|
"HasAns_exact": 78.03643724696356
|
||||||
|
"HasAns_f1": 84.11139298441825
|
||||||
|
"HasAns_total": 5928
|
||||||
|
"NoAns_exact": 81.90075693860386
|
||||||
|
"NoAns_f1": 81.90075693860386
|
||||||
|
"NoAns_total": 5945
|
||||||
```
|
```
|
||||||
|
|
||||||
## Usage
|
## Usage
|
||||||
@@ -85,7 +94,7 @@ For doing QA at scale (i.e. many docs instead of single paragraph), you can load
|
|||||||
```python
|
```python
|
||||||
reader = FARMReader(model_name_or_path="deepset/roberta-base-squad2")
|
reader = FARMReader(model_name_or_path="deepset/roberta-base-squad2")
|
||||||
# or
|
# or
|
||||||
reader = TransformersReader(model="deepset/roberta-base-squad2",tokenizer="deepset/roberta-base-squad2")
|
reader = TransformersReader(model_name_or_path="deepset/roberta-base-squad2",tokenizer="deepset/roberta-base-squad2")
|
||||||
```
|
```
|
||||||
|
|
||||||
|
|
||||||
|
|||||||
Reference in New Issue
Block a user