Archives for RoBERTa

23 Sep

Google Introduces New Architecture To Reduce Cost Of Transformers

Primer’s improvements can be attributed to two simple modifications -- squaring ReLU activations and adding a depthwise convolution layer after each Q, K, and V projection in self-attention.

23 Sep

Google Introduces New Architecture To Reduce Cost Of Transformers

Amit Raja Naik bert

Primer’s improvements can be attributed to two simple modifications -- squaring ReLU activations and adding a depthwise convolution layer after each Q, K, and V projection in self-attention.

19 Jul

Meet The New Marathi RoBERTa

Shraddha Goled bert

The duo unveiled the model at Hugging Face’s community week.

The post Meet The New Marathi RoBERTa appeared first on Analytics India Magazine.

31 May

A Complete Learning Path To Transformers (With Guide To 23 Architectures)

Rajkumar Lakshmanamoorthy ALBERT

The attention mechanism in Transformers began a revolution in deep learning that led to numerous researches in different domains

The post A Complete Learning Path To Transformers (With Guide To 23 Architectures) appeared first on Analytics India Magazine.

31 May

A Complete Learning Path To Transformers (With Guide To 23 Architectures)

Rajkumar Lakshmanamoorthy ALBERT

The attention mechanism in Transformers began a revolution in deep learning that led to numerous researches in different domains

The post A Complete Learning Path To Transformers (With Guide To 23 Architectures) appeared first on Analytics India Magazine.

31 May

A Complete Learning Path To Transformers (With Guide To 23 Architectures)

Rajkumar Lakshmanamoorthy ALBERT

The attention mechanism in Transformers began a revolution in deep learning that led to numerous researches in different domains

The post A Complete Learning Path To Transformers (With Guide To 23 Architectures) appeared first on Analytics India Magazine.

18 Mar

How ELECTRA outperforms RoBERTa, ALBERT and XLNet

Rajkumar Lakshmanamoorthy ALBERT

ELECTRA is the present state-of-the-art in GLUE and SQuAD benchmarks. It is a self-supervised language representation learning model

The post How ELECTRA outperforms RoBERTa, ALBERT and XLNet appeared first on Analytics India Magazine.

02 Dec

Meet Linformer: The First Ever Linear-Time Transformer Architecture By Facebook

Ambika Choudhury bert

Recently, researchers from Facebook AI introduced a Transformer architecture, that is known to be with more memory as well as time-efficient, called Linformer. According to the researchers, Linformer is the first theoretically proven linear-time Transformer architecture. For a few years now, the number of parameters in Natural Language Processing (NLP) transformers has grown drastically, from…

The post Meet Linformer: The First Ever Linear-Time Transformer Architecture By Facebook appeared first on Analytics India Magazine.

18 Nov

When Do Language Models Need Billion Words In Their Datasets

Ram Sagar BERT Model

“What do data-rich models know that models with less pre-training data do not?” The performance of language models is determined mostly by the amount of training data, quality of the training data and choice of modelling technique for estimation. At the same time, scaling up a novel algorithm to a large number of data barricades…

The post When Do Language Models Need Billion Words In Their Datasets appeared first on Analytics India Magazine.

18 Nov

When Do Language Models Need Billion Words In Their Datasets

Ram Sagar BERT Model

The post When Do Language Models Need Billion Words In Their Datasets appeared first on Analytics India Magazine.

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