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Author

Aditya Kumar

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Preprint Aug 2026

6.5% of the Neuro-Symbolic Literature Can Be Reproduced from Its Published Artifacts, a Six-Stage Audit Framework and First Instantiation

We present a six-stage framework for auditing the reproducibility of scientific claims across a research literature within the computer science domain, and instantiate our framework for the neuro-symbolic AI (NSAI) subdomain. Instantiating the framework on the NSAI subdomain produced a multi-year audit. Stage one retri...

B. Colelough, V. Martirosyan, Ishan Tamrakar et al. · 0 citations
Open access 2026

Enhancing Fake News Detection in Low-Resource Linguistic Contexts using Translation-based NER and Lightweight NLI

A robust preprocessing pipeline incorporating Google Translation, spaCy-based NER with hyphenated-word normalization, and a future-event-aware fallback logic is proposed, achieving a 40 percent reduction in inference latency and closing the linguistic generalization gap left by previous works.

Rishabh Kumar, Aditya Kumar · 0 citations

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