Bhatt Conjectures: On Necessary-But-Not-Sufficient Benchmark Tautology for Human Like Reasoning
Fuente:
arXiv
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| Auteur principal: | |
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| Format: | Preprint |
| Publié: |
2025
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| _version_ | 1866915350503751680 |
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| author | Bhatt, Manish |
| author_facet | Bhatt, Manish |
| contents | 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 |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2506_11423 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Bhatt Conjectures: On Necessary-But-Not-Sufficient Benchmark Tautology for Human Like Reasoning Bhatt, Manish Cryptography and Security Emerging Technologies 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 |
| title | Bhatt Conjectures: On Necessary-But-Not-Sufficient Benchmark Tautology for Human Like Reasoning |
| topic | Cryptography and Security Emerging Technologies |
| url | https://arxiv.org/abs/2506.11423 |