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PaLM

MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning - Summary

The paper discusses the limitations of large language models (LMs) and proposes a neuro-symbolic architecture called the Modular Reasoning, Knowledge and Language (MRKL) system that combines LMs with external knowledge sources and discrete reasoning modules to overcome these limitations.

Sparks of Artificial General Intelligence: Early experiments with GPT-4 - Summary

The paper reports on the investigation of an early version of GPT-4, which is part of a new cohort of LLMs that exhibit more general intelligence than previous AI models. The paper demonstrates that GPT-4 can solve novel and difficult tasks that span mathematics, coding, vision, medicine, law, psyc