September 7th, 2024

LLMs are a dead end to AGI, says François Chollet

François Chollet argues that large language models hinder progress toward artificial general intelligence and has launched the ARC Prize competition to promote AI systems that demonstrate true reasoning abilities.

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LLMs are a dead end to AGI, says François Chollet

François Chollet, a prominent AI researcher, argues that large language models (LLMs) are a dead end in the pursuit of artificial general intelligence (AGI). He believes that while LLMs have made significant advancements, they primarily rely on memorization rather than true intelligence. Chollet emphasizes the need for new benchmarks to evaluate AI's reasoning capabilities, which led to the creation of the Abstraction and Reasoning Corpus (ARC). To further this goal, he has launched the ARC Prize competition, offering over $1 million in prizes to encourage the development of AI systems that can solve novel tasks without prior exposure. Chollet criticizes the current focus on LLMs, claiming they hinder progress toward AGI by diverting resources and attention away from more promising research avenues. He suggests that alternative approaches, such as active inference and program synthesis, may be more effective in achieving AGI. The competition aims to shift the research focus back to architectures that could lead to significant breakthroughs in AI, ultimately benefiting society through advancements in technology.

- François Chollet claims LLMs are not a viable path to AGI.

- The ARC Prize competition aims to promote AI systems that demonstrate true reasoning abilities.

- Chollet criticizes the current emphasis on LLMs, suggesting they slow AGI progress.

- Alternative AI approaches may hold more promise for achieving AGI.

- The competition encourages open-source development to foster innovation in AI research.

Link Icon 2 comments
By @senojsitruc - 7 months
LLMs have always been a parlor trick.
By @ddingus - 7 months
AGI will be a closed loop of some sort.

LLM are a powerful piece that hints at what is needed.