rasyosef commited on
Commit
dc81b10
1 Parent(s): 87c5d6d

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +26 -1
README.md CHANGED
@@ -54,4 +54,29 @@ You can use this model directly with a pipeline for masked language modeling:
54
  'token': 15098,
55
  'token_str': 'ዘመናት',
56
  'sequence': 'ከሀገራቸው ከኢትዮጵያ ከወጡ ግማሽ ምዕተ ዘመናት ተቆጥሯል ።'}]
57
- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
54
  'token': 15098,
55
  'token_str': 'ዘመናት',
56
  'sequence': 'ከሀገራቸው ከኢትዮጵያ ከወጡ ግማሽ ምዕተ ዘመናት ተቆጥሯል ።'}]
57
+ ```
58
+
59
+ ### Sentiment Classification
60
+ The model was finetuned on the [amharic-sentiment](https://huggingface.co/datasets/rasyosef/amharic-sentiment)
61
+ dataset to classify the given text as having `positive` or `negative` sentiment
62
+
63
+ |Model|Size (# params)| Accuracy | Precision | Recall | F1 |
64
+ | --- | ------------- | -------- | --------- | ------ | -- |
65
+ |bert-medium-amharic|40.5M|0.83|0.83|0.82|0.83|
66
+ |bert-small-amharic|27.8M|0.83|0.83|0.82|0.83|
67
+ |bert-mini-amharic|10.7M|0.81|0.81|0.81|0.81|
68
+ |**bert-tiny-amharic**|4.18M|0.79|0.79|0.79|0.79|
69
+ |xlm-roberta-base|279M|0.83|0.83|0.83|0.83|
70
+ |am-roberta|443M|0.82|0.83|0.82|0.82|
71
+
72
+ ### Named Entity Recognition
73
+ The model was finetuned on the [amharic-named-entity-recognition](https://huggingface.co/datasets/rasyosef/amharic-named-entity-recognition) dataset.
74
+
75
+ |Model|Size (# params)| Precision | Recall | F1 |
76
+ | --- | ------------- | --------- |------- | -- |
77
+ |bert-medium-amharic|40.5M|0.64|0.73|0.68|
78
+ |bert-small-amharic|27.8M|0.64|0.72|0.68|
79
+ |bert-mini-amharic|10.7M|0.60|0.67|0.64|
80
+ |**bert-tiny-amharic**|4.18M|0.50|0.59|0.54|
81
+ |xlm-roberta-base|279M|0.69|0.79|0.73|
82
+ |am-roberta|443M|0.67|0.72|0.69|