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Sahil Pardasani

Pennsylvania State University

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#artificial intelligence Preprint Sep 2026

Recognized but Not Produced: A Generation Benchmark for Culturally Specific Kinship Terms

Current literature evaluates large language models (LLMs) on multilingual kinship understanding using multiple choice benchmarks, treating it as a recognition problem. We instead prompt five open weight LLMs to generate kinship terms in three non Western languages (Hindi, Tamil, and Korean) across two communicative tas...

Sahil Pardasani, Madhusudan Singh · 0 citations
Review Aug 2026

Who Verifies the Benchmark? Decentralizing Trust in Large Language Model Evaluation

A blockchain-based commit-reveal protocol using Autonomous Economic Agents on an Ethereum-compatible ledger creates a tamper-evident audit trail that separates blind evaluation from post-hoc claims and reduces the verification burden on independent researchers and leaderboard operators.

Sahil Pardasani, Madhusudan Singh · 0 citations

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