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How is the bidirectional context achieved in BERT?

I have read the paper "BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding" by Jacob Devlin et al. (2018) and "Improving Language Understanding by ...
XYJ's user avatar
  • 3
0 votes
2 answers
832 views

How big the context can be using HuggingFace models?

I'm new on AI, Neural Networks, ChatBots and all this ecosystem. I'm trying to use a classical example of pre-trained models, more specifically ...
Magno C's user avatar
  • 103
0 votes
2 answers
1k views

How to combine pretrained language models with additional feature set?

Are there any techniques to combine a feature set (other than the text itself) with pretrained language models. Let's say I have a random NLP task that tries to predict a binary class label based on e....
fragant's user avatar
  • 101
1 vote
1 answer
2k views

Is there a way to provide multiple masks to BERT in MLM task?

I'm facing a situation where I've to fetch probabilities from BERT MLM for multiple words in a single sentence. ...
Stephen Philip's user avatar
7 votes
1 answer
1k views

How to use BERT as a multi-purpose conversational AI?

I'm looking to make an NLP model that can achieve a dual purpose. One purpose is that it can hold interesting conversations (conversational AI), and another being that it can do intent classification ...
junfanbl's user avatar
  • 323
2 votes
0 answers
80 views

How can I generate a document from a single word using GPT or BERT?

I have a dataset of 100000 documents each labelled with a topic to it. I want to create a model such that, given a topic, the model can generate a document from it. I came across language models GPT,...
mayank agrawal's user avatar
5 votes
2 answers
2k views

Where can I find pre-trained language models in English and German? [closed]

Where can I find (more) pre-trained language models? I am especially interested in neural network-based models for English and German. I am aware only of Language Model on One Billion Word Benchmark ...
Lutz Büch's user avatar