Papers/2610.14005
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Artificiality's First Exam: An LLM-Referenced C-test for Supraintelligence

Author1, Author2, Author3, Author4, Author5

benchmarkingLLMsupraintelligenceinductive inference
2610.14005
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2h ago

Abstract

This paper presents a novel benchmark for evaluating AI systems that may surpass current capabilities by utilizing Levin's Kt to generate high-difficulty test items for large language models.

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Core Claim

The paper introduces the first test based on Levin's Kt using LLMs, enabling the generation of high-difficulty items that can be certified before being solvable by current AI or human testers.

Method / Result

A battery of certified items was administered to twelve LLMs, revealing agent characteristic curves that decrease with difficulty, indicating a new high-difficulty testing region.

Limitations

The main limitation is the potential difficulty in reproducing the high-difficulty items and ensuring consistent certification across different LLMs.

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