Shimmer

https://www.cnblogs.com/sunny11/p/13583083.html

ControlNet, a neural network architecture to add spatial conditioning controls to large, pretrained text-to-image diffusion models.

simplicity, robustness and simple models trained on huge amounts of data outperform complex systems trained on less data. Example: N-grams model In recent years, it has become possible to train more complex models on much large data set, and they typically outperform the simple models.

Definition 1 (Network)

If LM can robustly use information within long input contexts, then their performance should be minimally affected by the position of the relevant information in the input context.

Auepora, A Unified Evaluation Process of RAG.

LLM's remarkable language comprehension and text generation capabilities

Longer text chunks require fewer LLM calls for such extraction, but suffer from the recall degradation of longer LLM context windows.