CodeScope: An Execution-based Multilingual Multitask Multidimensional Benchmark for Evaluating LLMs on Code Understanding and Generation

Research article (Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2024) · cited 14× · AI/ML
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CodeScope: An Execution-based Multilingual Multitask Multidimensional Benchmark for Evaluating LLMs on Code Understanding and Generation

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CodeScope: An Execution-based Multilingual Multitask Multidimensional Benchmark for Evaluating LLMs on Code Understanding and Generation is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). CodeScope: An Execution-based Multilingual Multitask Multidimensional Benchmark for Evaluating LLMs on Code Understanding and Generation. Retrieved May 24, 2026, from https://4ort.xyz/entity/codescope-an-execution-based-multilingual-multitask-multidimensional-benchmark-for-evaluating-llms-on-code-understanding
MLA “CodeScope: An Execution-based Multilingual Multitask Multidimensional Benchmark for Evaluating LLMs on Code Understanding and Generation.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/codescope-an-execution-based-multilingual-multitask-multidimensional-benchmark-for-evaluating-llms-on-code-understanding.
BibTeX @misc{4ortxyz_codescope-an-execution-based-multilingual-multitask-multidimensional-benchmark-for-evaluating-llms-on-code-understanding_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{CodeScope: An Execution-based Multilingual Multitask Multidimensional Benchmark for Evaluating LLMs on Code Understanding and Generation}}, year = {2026}, url = {https://4ort.xyz/entity/codescope-an-execution-based-multilingual-multitask-multidimensional-benchmark-for-evaluating-llms-on-code-understanding}, note = {Accessed: 2026-05-24}}
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