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Knowledge Graphs for Text Game Models by Spandan Suryawanshi is a document available to read on EtoBox.

This document presents a novel approach to building world models for text-based game environments using knowledge graphs. The proposed method, called Worldformer, utilizes a transformer-based architecture to simultaneously predict changes in the world and generate contextually relevant actions, significantly outperforming existing techniques in a zero-shot ablation study. The work emphasizes the importance of understanding both valid actions and their effects on the environment to enhance the efficiency of

Author

Spandan Suryawanshi

Language

EN