Unverified50% confidenceFactExact time
ELMo was the first to systematically demonstrate the idea of context-dependent representations, and BERT and the GPT series pushed it into the mainstream through Transformer attention layers.
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50%
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Long-term
Relevance
10/18/2026
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VerifiedModern AI systems such as GPT, BERT, and ChatGPT all have the Transformer as their core architecture.66% similarVerifiedThe core innovation of the Transformer is the self-attention mechanism, and mainstream large models such as GPT, Claude, and Gemini are all built on the Transformer.65% similarUnverifiedGPT系列采用单向(因果)注意力掩码,使模型在预训练阶段每个token只能关注其之前的上下文,与BERT等双向模型形成根本区别65% similar
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