Update README.md
Browse files
README.md
CHANGED
@@ -2,45 +2,44 @@
|
|
2 |
tags:
|
3 |
- generated_from_keras_callback
|
4 |
model-index:
|
5 |
-
- name: twitter-roberta-base-emotion-
|
6 |
results: []
|
7 |
---
|
8 |
|
9 |
<!-- This model card has been generated automatically according to the information Keras had access to. You should
|
10 |
probably proofread and complete it, then remove this comment. -->
|
11 |
|
12 |
-
# twitter-roberta-base-emotion-
|
13 |
|
14 |
-
This model
|
15 |
-
|
16 |
|
17 |
|
18 |
-
## Model description
|
19 |
|
20 |
-
|
21 |
|
22 |
-
|
23 |
|
24 |
-
|
|
|
|
|
25 |
|
26 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
27 |
|
28 |
-
More information needed
|
29 |
|
30 |
-
|
31 |
|
32 |
-
|
33 |
|
34 |
-
The following hyperparameters were used during training:
|
35 |
-
- optimizer: None
|
36 |
-
- training_precision: float32
|
37 |
|
38 |
-
### Training results
|
39 |
-
|
40 |
-
|
41 |
-
|
42 |
-
### Framework versions
|
43 |
-
|
44 |
-
- Transformers 4.26.1
|
45 |
-
- TensorFlow 2.10.0
|
46 |
-
- Tokenizers 0.13.2
|
|
|
2 |
tags:
|
3 |
- generated_from_keras_callback
|
4 |
model-index:
|
5 |
+
- name: twitter-roberta-base-emotion-multilabel-latest
|
6 |
results: []
|
7 |
---
|
8 |
|
9 |
<!-- This model card has been generated automatically according to the information Keras had access to. You should
|
10 |
probably proofread and complete it, then remove this comment. -->
|
11 |
|
12 |
+
# twitter-roberta-base-emotion-multilabel-latest
|
13 |
|
14 |
+
This model is a fine-tuned version of [cardiffnlp/twitter-roberta-base-2021-124m](https://huggingface.co/cardiffnlp/twitter-roberta-base-2021-124m) on the
|
15 |
+
[`SemEval 2018 - Task 1 Affect in Tweets`](https://aclanthology.org/S18-1001/) `(subtask: E-c / multilabel classification)`.
|
16 |
|
17 |
|
|
|
18 |
|
19 |
+
## Performance
|
20 |
|
21 |
+
Following metrics are achieved on the test split:
|
22 |
|
23 |
+
- F1 (micro): 0.7218
|
24 |
+
- F1 (macro): 0.5746
|
25 |
+
- Jaccard Index (samples): 0.6073:
|
26 |
|
27 |
+
### Usage
|
28 |
+
#### 1. [tweetnlp][https://pypi.org/project/tweetnlp/]
|
29 |
+
Install tweetnlp via pip.
|
30 |
+
```shell
|
31 |
+
pip install tweetnlp
|
32 |
+
```
|
33 |
+
Load the model in python.
|
34 |
+
```python
|
35 |
+
import tweetnlp
|
36 |
+
....
|
37 |
+
```
|
38 |
+
#### 2. pipeline
|
39 |
|
|
|
40 |
|
41 |
+
### Reference
|
42 |
|
43 |
+
....
|
44 |
|
|
|
|
|
|
|
45 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|