Raising-hrx/FALLACIES

This repository is a standard research artifact designed to support a specific academic paper (NAACL 2024). It has minimal traction (4 stars, 1 fork) and zero development velocity over a two-year lifespan. From a competitive standpoint, it lacks a moat; the dataset is static and the methodology for testing self-verification is easily replicated or surpassed by larger benchmarking suites like Big-Bench or HELM. Frontier labs (OpenAI, Anthropic) are currently prioritizing 'reasoning' models (e.g., OpenAI o1) where self-verification is an architectural feature rather than an external evaluation metric. As such, the specific insights or data here are likely to be absorbed into broader, more dynamic reasoning benchmarks. The project is highly vulnerable to obsolescence as new, more comprehensive logical reasoning datasets are released monthly.