CBNames
A new benchmark introduced for evaluating creative name generation tasks with tailored metrics.
Category: General AI/ML
Evaluation
The process of assessing the quality and relevance of generated outputs against predefined criteria.
Name Generation
The process of creating names based on specified criteria and constraints.
Objective Extraction
The process of identifying and defining specific goals or requirements from user inputs.
Multi-Agent Optimization
An optimization approach involving multiple agents that collaborate or compete to achieve specific goals.
Fixed Random Projection
A method that uses a fixed random projection to accelerate distance computations in high-dimensional spaces.
Zero-Shot Transfer Learning
A learning paradigm where a model is able to generalize to new tasks without having seen any examples of those tasks during training.
TabPFN
A surrogate model designed for accurate and efficient prediction in optimization tasks, with capabilities for uncertainty estimation.
Exploratory Landscape Analysis
A method used to analyze the optimization landscape to better understand the characteristics of the optimization problem and improve search strategies.
Meta-Black-Box Optimization
An optimization framework that utilizes meta-learning techniques to improve the performance of black-box optimization methods across various tasks.