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Taewoon Kim

2 accepted papers

2023

A Machine with Short-Term, Episodic, and Semantic Memory Systems

AAAI 2023technical

Inspired by the cognitive science theory of the explicit human memory systems, we have modeled an agent with short-term, episodic, and semantic memory systems, each of which is modeled with a knowledge graph. To evaluate this system and analyze the behavior of this agent, we designed and released ou…

2022

Multitask Prompted Training Enables Zero-Shot Task Generalization

ICLR 2022spotlight

Large language models have recently been shown to attain reasonable zero-shot generalization on a diverse set of tasks (Brown et al., 2020). It has been hypothesized that this is a consequence of implicit multitask learning in language models’ pretraining (Radford et al., 2019). Can zero-shot genera…