Constrained Clustering

The Iris flower data set or Fisher's Iris data set is a multivariate data set introduced by the British statistician, eugenicist, and biologist Ronald Fisher in his 1936 paper The use of multiple measurements in taxonomic problems as an example of linear discriminant analysis. It is sometimes called Anderson's Iris data set because Edgar Anderson collected the data to quantify the morphologic variation of Iris flowers of three related species. Two of the three species were collected in the Gaspé Peninsula "all from the same pasture, and picked on the same day and measured at the same time by the same person with the same apparatus".

These data are the results of a chemical analysis of wines grown in the same region in Italy but derived from three different cultivars. The analysis determined the quantities of 13 constituents found in each of the three types of wines. Source: UCI Machine Learning Repository Wine Dataset Image Source: https://archive.ics.uci.edu/ml/datasets/Wine

The OCW dataset is for evaluating creative problem solving tasks by curating the problems and human performance results from the popular British quiz show Only Connect. The OCW dataset contains 618 connecting wall puzzles and solutions in total from 15 seasons of the show. Each show episode has two walls. The dataset has two tasks: Task 1 (Grouping), and Task 2 (Connections) are identical to the quiz-show’s human participant tasks. Task 1 (Groupings) is evaluated via six metrics: number of solved walls, number of correct groups (max. four per wall), Adjusted Mutual Information (AMI), Adjusted Rand Index (ARI), Fowlkes Mallows Score (FMS), and Wasserstein Distance (WD), normalized to (0, 1) range, between predicted and ground-truth labels. Task 2 (Connections) is evaluated with three metrics: exact string matching, ROUGE-1 F1, and BERTScore F1. Baseline results with pre-trained language models and with few-shot In-context Learning (ICL) with LLMs such as GPT-4 are available here: "Large Language Models are Fixated by Red Herrings: Exploring Creative Problem Solving and Einstellung Effect using the Only Connect Wall Dataset" Saeid Alavi Naeini, Raeid Saqur, Mozhgan Saeidi, John Giorgi, Babak Taati. 2023 https://neurips.cc/virtual/2023/poster/73547