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System 2 Reasoning Capabilities Are Nigh

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arxiv 2410.03662 v2 pith:FWILZNDH submitted 2024-10-04 cs.AI cs.LG

System 2 Reasoning Capabilities Are Nigh

classification cs.AI cs.LG
keywords reasoningcapabilitiescurrentmodelssystemachieveadditionalanalogous
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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In recent years, machine learning models have made strides towards human-like reasoning capabilities from several directions. In this work, we review the current state of the literature and describe the remaining steps to achieve a neural model which can perform System~2 reasoning analogous to a human. We argue that if current models are insufficient to be classed as performing reasoning, there remains very little additional progress needed to attain that goal.

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