Unverified50% confidenceFactExact time
After the Transformer appeared in 2018, the industry branched into three technical routes: the encoder-only BERT route, the decoder-only GPT route, and the T5 route that uses encoder and decoder together.
1
Sources
50%
Confidence
Long-term
Relevance
10/31/2026
First Seen
Sources
LLM for Absolute Beginners: A Complete Learning Path from Principles to Practice
bilibili数据拾光屋10/20/2026
Related Entities
Related Claims
Partially VerifiedTransformers come in three variants: encoder-only (like BERT), decoder-only (like GPT), and encoder-decoder (like T5)72% similarVerifiedModern AI systems such as GPT, BERT, and ChatGPT all have the Transformer as their core architecture.69% similarVerifiedThe Transformer architecture has diverged into two major lineages: BERT-style (Encoder-only, suited for understanding tasks) and GPT-style (Decoder-only, suited for generation tasks)69% similarUnverifiedThe current mainstream approach for training LLMs uses a decoder-only Transformer architecture, the same paradigm used by the GPT series68% similarVerifiedModern LLMs (such as the GPT series, Claude, and Llama) are all based on the Transformer architecture, and their decoding process is essentially a Markov chain.67% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1121462API
curl https://kongchang.com/api/v1/knowledge/claims/1121462MCP
get_claim(id=1121462)