Question 1

What is GSM8K?

Accepted Answer

Grade School Math 8K benchmark with 8,500 linguistically diverse grade school math word problems requiring 2-8 step reasoning. Tests basic mathematical reasoning and arithmetic with problems that require sequential multi-step solutions.

Question 2

What is SWE-bench Verified?

Accepted Answer

Human-validated subset of SWE-bench containing 500 problems verified by software engineers for correctness, clarity, and solvability. Provides a more reliable signal than the full SWE-bench by filtering out ambiguous or under-specified issues.

Question 3

How does GSM8K compare to SWE-bench Verified?

Accepted Answer

GSM8K (Benchmark) scores 75.7/100 on the AaaS composite index based on adoption, quality, freshness, citations, and engagement. SWE-bench Verified (Benchmark) scores 74.4/100. Key dimensions: GSM8K leads in adoption (92) while SWE-bench Verified leads in quality (94).

Question 4

Which is better: GSM8K or SWE-bench Verified?

Accepted Answer

Based on the AaaS composite score, GSM8K ranks higher with a score of 75.7/100. However, the best choice depends on your specific use case. GSM8K excels at: math-ability-testing, reasoning-evaluation. SWE-bench Verified excels at: agent-benchmarking, coding-evaluation.

Question 5

Is GSM8K free?

Accepted Answer

GSM8K is open-source and free to use.

Question 6

Is SWE-bench Verified free?

Accepted Answer

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

Question 7

What are the main differences between GSM8K and SWE-bench Verified?

Accepted Answer

GSM8K is categorized as a Benchmark (llms), while SWE-bench Verified is a Benchmark (ai-code). GSM8K integrates with: lm-eval-harness. SWE-bench Verified integrates with: docker, github. Both are tracked on the AaaS Knowledge Index for ongoing quality and adoption metrics.

GSM8K vs SWE-bench Verified

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