Keywords: contextual understanding, reasoning
Abstract: This essay discusses the challenges faced by statistical language models beyond stochastic parrots.
Key challenges include contextual understanding, commonsense reasoning, handling ambiguity,
conversational depth, and emotional intelligence. Designing evaluation tasks that test these properties
is essential for advancing language models and enhancing their proficiency beyond imitation.
Submission Number: 128
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