Farnsworth writes that such repetition creates a "hammering effect" that is likely to be remembered. Examples he provides include: "They always will; they always do; they always have." Quoting Charles Dickens for an example, Farnsworth includes "...the most dismal trees in it, and the most dismal sparrows, and the most dismal cats, and the most dismal houses..."
We developed a retrieval system for UI components that combines transformer-based embeddings with generative pre-processing. This approach enables latent semantic querying with natural language expressions rather than strict term matching.
This paper introduces Direct Nash Optimization (DNO), a novel approach that integrates stability and generality in large language model post-training, moving beyond traditional reward maximization limits.