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Computer Science > Cryptography and Security

arXiv:2506.11423 (cs)
[Submitted on 13 Jun 2025 (v1) , last revised 19 Jun 2025 (this version, v4)]

Title: Bhatt Conjectures: On Necessary-But-Not-Sufficient Benchmark Tautology for Human Like Reasoning

Title: 巴特猜想:关于人类类似推理的必要但不充分基准重言式

Authors:Manish Bhatt
Abstract: The Bhatt Conjectures framework introduces rigorous, hierarchical benchmarks for evaluating AI reasoning and understanding, moving beyond pattern matching to assess representation invariance, robustness, and metacognitive self-awareness. The agentreasoning-sdk demonstrates practical implementation, revealing that current AI models struggle with complex reasoning tasks and highlighting the need for advanced evaluation protocols to distinguish genuine cognitive abilities from statistical inference. https://github.com/mbhatt1/agentreasoning-sdk
Abstract: Bhatt猜想框架引入了严格且分层的基准来评估人工智能的推理和理解能力,超越模式匹配以评估表示不变性、鲁棒性和元认知自我意识。 agentreasoning-sdk展示了实际实现方法,揭示当前的AI模型在复杂推理任务上存在困难,并强调了制定高级评估协议的必要性,以便区分真正的认知能力与统计推断。 https://github.com/mbhatt1/agentreasoning-sdk
Subjects: Cryptography and Security (cs.CR) ; Emerging Technologies (cs.ET)
Cite as: arXiv:2506.11423 [cs.CR]
  (or arXiv:2506.11423v4 [cs.CR] for this version)
  https://doi.org/10.48550/arXiv.2506.11423
arXiv-issued DOI via DataCite

Submission history

From: Manish Bhatt [view email]
[v1] Fri, 13 Jun 2025 02:41:18 UTC (10 KB)
[v2] Mon, 16 Jun 2025 01:10:55 UTC (10 KB)
[v3] Wed, 18 Jun 2025 02:15:01 UTC (10 KB)
[v4] Thu, 19 Jun 2025 00:27:58 UTC (10 KB)
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