Appendices619

AAdditional Experiments620 Task 1 - Grouping In addition to grouping clue words using token embeddings (discussed in621 the main paper 4), we also ran grouping the words by clustering on'contextual' embeddings. We622 experimentally induce'context' by joining the sixteen (16) word tokens (in a random order) into a623 single pseudo-sentence. The embeddings for each token were different based on the ordering of the624 tokens. We repeat the random ordering sixteen times and report the mean and variance of the results625 obtained in Table 6.626 Mean standard deviation over 16 random seeds is shown. Task 2 - Connections In addition to prompting based results on GPT-4 (discussed in 4), we ran627 experiments on additional LLMs like LLaMa [67] (7B, 13B) using pre-trained configuration weights628 obtained by permission from Meta AI. However, without additional fine-tuning on the specific task,629 these LLMs were unable to solve the task in a meaningful manner.