Planes of Thought Dataset

Published: 13 October 2025| Version 5 | DOI: 10.17632/pr8d9xvj3t.5
Contributors:
atra joudaki, Leyli Mohammad khanli, Alireza Farnam, Yashar Sarbaz, Jafar Tanha

Description

Due to the scarcity of datasets in the field of the measurement of human thought, we first labelled the 10,000 most frequently used words in the dictionary using Cloninger's theory and determined the dominant plane of each word. It is worth noting that the 10,000 most commonly used dictionary words that have been labelled include their various meanings in the Persian language. Finally, we used these words as ground truths to label the sentences. We compiled 20,000 sentences from the Collins Dictionary and YourDictionary sites and labelled the sentences using Robert Cloninger's theory. To the best of our knowledge, this data collection represents the first effort to measure human thought planes in this manner. You can view our article at the link below.

Files

Steps to reproduce

To describe and measure thought, we examined the collected sentences by Cloninger's theory and determined the plane of thought for each sentence. Three experts manually labelled the sentences, which were later checked by a psychiatrist. To label sentences, we first labelled the 10,000 most frequently used words in the dictionary using Cloninger's theory and determined the dominant plane of each word. Finally, we used these words as ground truths to label the sentences. Finally, we labelled the sentences using our ground truths. It is worth noting that the collection of this dataset took 6 months. It is worth noting that the 10,000 most commonly used dictionary words that have been labelled include their various meanings in the Persian language.

Institutions

  • Tabriz University of Medical Sciences
  • University of Tabriz

Categories

Natural Language Processing, Chatbot

Licence