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DHIWAHAR-K / Beyond-English-Multilingual-Self-Consistency-for-Robust-LLM-Reasoning

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Research: Does multilingual self-consistency improve LLM reasoning beyond math? Empirical study across 6 benchmarks (commonsense, ethics, NLI, knowledge) and 10 languages using Qwen2.5-32B and Aya Expanse 32B on Apple Silicon (MLX). Chain-of-thought + cross-lingual prompting.

multilingual nlp benchmark natural-language-processing research deep-learning evaluation aya language-model reasoning mlx cross-lingual self-consistency apple-silicon llm prompt-engineering chain-of-thought qwen
  • Updated Jul 10, 2026
  • Python

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