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Bhatt Conjectures: On Necessary-But-Not-Sufficient Benchmark Tautology for Human Like Reasoning
June 13, 2025 · Declared Dead · 🏛 arXiv.org
Authors
Manish Bhatt
arXiv ID
2506.11423
Category
cs.CR: Cryptography & Security
Cross-listed
cs.ET
Citations
0
Venue
arXiv.org
Repository
https://github.com/mbhatt1/agentreasoning-sdk
Last Checked
2 months ago
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
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