Gaussian Process Optimization for Adaptable Multi-Objective Text Generation using Linearly-Weighted Language Models
In multi-objective text generation, we aim to optimize over multiple weighted aspects (e.g., toxicity, semantic preservation, fluency) of the generated text. However, multi-objective weighting schemes may change dynamically in practice according to deployment requirements, evolving business needs, p…