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+CodeClarity is a research initiative focused on evaluating large language models for multilingual code understanding and documentation.
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+The project introduces CodeClarity-Bench, a benchmark for evaluating code summarization across multiple programming languages and natural languages.
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+The framework evaluates both traditional metrics (BLEU, ROUGE-L, METEOR, ChrF++, BERTScore, COMET) and LLM-as-a-judge evaluation methods.
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+Resources:
+• Dataset: https://huggingface.co/CodeClarity/CodeClarity-Bench  
+• Code: https://github.com/MadhuNimmo/CodeClarity  
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+The benchmark is introduced in the LREC-COLING 2026 paper:
+"CodeClarity: A Framework and Benchmark for Evaluating Multilingual Code Summarization."