Question 1

What is HumanEval?

Accepted Answer

Hand-written Python programming problems with function signatures, docstrings, and test cases for evaluating code generation. Each problem requires implementing a function that passes a set of unit tests, measuring functional correctness rather than textual similarity.

Question 2

What is SWE-bench?

Accepted Answer

Benchmark for evaluating LLMs and AI agents on real-world software engineering tasks drawn from GitHub issues. Tests the ability to understand codebases, diagnose bugs, and produce working patches.

Question 3

How does HumanEval compare to SWE-bench?

Accepted Answer

HumanEval (Benchmark) scores 78.4/100 on the AaaS composite index based on adoption, quality, freshness, citations, and engagement. SWE-bench (Benchmark) scores 77.4/100. Key dimensions: HumanEval leads in adoption (94) while SWE-bench leads in quality (92).

Question 4

Which is better: HumanEval or SWE-bench?

Accepted Answer

Based on the AaaS composite score, HumanEval ranks higher with a score of 78.4/100. However, the best choice depends on your specific use case. HumanEval excels at: code-model-comparison, coding-ability-assessment. SWE-bench excels at: model-comparison, agent-benchmarking.

Question 5

Is HumanEval free?

Accepted Answer

HumanEval is open-source and free to use.

Question 6

Is SWE-bench free?

Accepted Answer

SWE-bench is open-source and free to use.

Question 7

What are the main differences between HumanEval and SWE-bench?

Accepted Answer

HumanEval is categorized as a Benchmark (ai-code), while SWE-bench is a Benchmark (ai-code). HumanEval integrates with: lm-eval-harness. SWE-bench integrates with: github, docker. Both are tracked on the AaaS Knowledge Index for ongoing quality and adoption metrics.

HumanEval vs SWE-bench

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