Remove Artificial Intelligence Remove BERT Remove Knowledge Model
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Commonsense Reasoning for Natural Language Processing

Probably Approximately a Scientific Blog

Traditionally, language models are trained to predict the next word in a sentence (top part of Figure 2, in blue), but they can also predict hidden (masked) words in the middle of the sentence, as in Google's BERT model (top part of Figure 2, in orange). So knowledge in language models is not the most accurate and reliable.

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What is Retrieval Augmented Generation (RAG)?

Pickl AI

This hybrid model addresses the limitations of traditional generative systems. Introduction Retrieval Augmented Generation (RAG) represents a groundbreaking approach to artificial intelligence. Unlike standalone models, RAG enhances traditional generative AI by leveraging external knowledge sources.