Author

P. Kodali

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Preprint Oct 2026

The State and Fate of Multilingual, Contextual Evaluation in the NLP World

Multilingual evaluation benchmarks are the primary instrument for assessing whether large language models generalize beyond English, yet the adequacy of these benchmarks has received little systematic scrutiny. We present a data-driven audit of 51 recent multilingual benchmarks spanning 242 datasets and 219 languages,...

Manan Uppadhyay, Himanshu Beniwal, P. Kodali et al. · 1 citation

#natural language process... May 2026

Evaluating Cross-lingual Knowledge Consistency in Code-Mixed vis-a-vis Indian Languages using IndicKLAR

IndicKLAR, an Indic extension of the KLAR-CLC benchmark covering 18 of the 22 scheduled Indian languages, is introduced and a consistent flip point is observed between the transition from incorrect to correct prediction---between the native and code-mixed settings.

Debajyoti Mazumder, Divyanshu Pathak, P. Kodali et al. · arXiv.org · 0 citations