Published Paper Details:

The sacred text of Bhagavad-Gita defines four different operating planes, namely Senses (Body), Mind, Intelligence, and Soul (Consciousness). All human beings delve into one of the operating planes while thinking or performing any action. Bhagavad-Gita also gives a hierarchy of these four things in human existence. Accordingly, the Mind is superior to the Senses, the Intelligence is above the Mind, and the Soul is higher than the Intelligence. The Intelligence can thus control the Mind. The activities performed at the Mind and Intelligence planes normally appear to be amalgamated and inseparable due to the poor cognition of "Mind" and "Intelligence" in the vocabulary of day-to-day talking. No language dictionary delineates Mind and Intelligence without overlapping perceptions. This paper explored the use of the Bhagavad-Gita knowledge framework to automatically separate the text samples representing the actions of Mind and Intelligence. A test was performed with 120 hand-tagged samples comprising 30 samples for each Senses, Mind, Intelligence, and Soul plane. The results gave a classification accuracy score of 75.0% for stratification of the Mind-Intelligence set, considering only the top similarity labels. The accuracy goes up to 83.3% for the top two similarity labels. The testing was done with the help of Google's pre-trained language model, which used Bidirectional Encoder Representations from Transformers (BERT) for pre-training. This research on automatic stratification of the Mind-Intelligence set actions is highly important as knowing Mind actions as different from those of Intelligence is a pre-requisite for solving Mind-related human challenges. Present work is thus very promising and encouraging for future studies.