File size: 1,584 Bytes
fa9b3f2
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
# Vocabulary Trimmed [xlm-roberta-base](https://huggingface.co/xlm-roberta-base): `vocabtrimmer/xlm-roberta-base-trimmed-en` 
This model is a trimmed version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) by [`vocabtrimmer`](https://github.com/asahi417/lm-vocab-trimmer), a tool for trimming vocabulary of language models to compress the model size.
Following table shows a summary of the trimming process.

|                            | xlm-roberta-base   | vocabtrimmer/xlm-roberta-base-trimmed-en   |
|:---------------------------|:-------------------|:-------------------------------------------|
| parameter_size_full        | 278,295,186        | 219,262,901                                |
| parameter_size_embedding   | 192,001,536        | 133,046,016                                |
| vocab_size                 | 250,002            | 173,237                                    |
| compression_rate_full      | 100.0              | 78.79                                      |
| compression_rate_embedding | 100.0              | 69.29                                      |


Following table shows the parameter used to trim vocabulary.

 | language   | dataset                     | dataset_column   | dataset_name   | dataset_split   | target_vocab_size   |   min_frequency |
|:-----------|:----------------------------|:-----------------|:---------------|:----------------|:--------------------|----------------:|
| en         | vocabtrimmer/mc4_validation | text             | en             | validation      |                     |               2 |