Modelpublic

vocabtrimmer/xlm-v-base-tweet-sentiment-en-trimmed-en-5000

sourceHugging Faceupdated 3y agoView on Hugging Face

0likes27downloads

Model Card

Vocabulary Trimmed cardiffnlp/xlm-v-base-tweet-sentiment-en: `vocabtrimmer/xlm-v-base-tweet-sentiment-en-trimmed-en-5000`

This model is a trimmed version of cardiffnlp/xlm-v-base-tweet-sentiment-en by `vocabtrimmer`, a tool for trimming vocabulary of language models to compress the model size. Following table shows a summary of the trimming process.

	cardiffnlp/xlm-v-base-tweet-sentiment-en	vocabtrimmer/xlm-v-base-tweet-sentiment-en-trimmed-en-5000
parametersizefull	778,495,491	89,885,955
parametersizeembedding	692,451,072	3,841,536
vocab_size	901,629	5,002
compressionratefull	100.0	11.55
compressionrateembedding	100.0	0.55

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	5000	2

Vocabulary Trimmed cardiffnlp/xlm-v-base-tweet-sentiment-en: vocabtrimmer/xlm-v-base-tweet-sentiment-en-trimmed-en-5000

Vocabulary Trimmed cardiffnlp/xlm-v-base-tweet-sentiment-en: `vocabtrimmer/xlm-v-base-tweet-sentiment-en-trimmed-en-5000`