English

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

Cryptography and Security 2025-06-23 v4 Emerging Technologies

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

Keywords

Cite

@article{arxiv.2506.11423,
  title  = {Bhatt Conjectures: On Necessary-But-Not-Sufficient Benchmark Tautology for Human Like Reasoning},
  author = {Manish Bhatt},
  journal= {arXiv preprint arXiv:2506.11423},
  year   = {2025}
}