Unverified50% confidenceFactExact time
"A Mathematical Framework for Transformer Circuits" was published in 2021.
1
Sources
50%
Confidence
Long-term
Relevance
9/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe Universal Transformer was proposed in 2018 and repeatedly applies the same Transformer block to the input sequence.72% similarUnverifiedVision Transformer (ViT) emerged in 2020, marking the entry of Transformers into the field of computer vision.69% similarUnverifiedTransformer于2017年提出后被快速引入时序预测领域69% similarVerifiedThe Diffusion Transformer (DiT) architecture was first proposed by Meta Research in 2022.69% similarPartially VerifiedTransformer架构于2017年提出，是自然语言编程真正落地的转折点之一67% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/917336API
curl https://kongchang.com/api/v1/knowledge/claims/917336MCP
get_claim(id=917336)