Is claude-sonnet-4.5-high good at Training & Education?
claude-sonnet-4.5-high ranks #21 of 44 for Training & Education — excellent. The top pick for this task is claude-opus-4.6.
claude-sonnet-4.5-high on each Training & Education sub-task
| Lesson Plan | 100.0/100 | #10 |
| Explain at a Level | 100.0/100 | #5 |
| Socratic Tutoring | 95.3/100 | #15 |
| Analogy Quality | 69.0/100 | #44 |
Real examples, graded
WeakExplain compound interest to a 10-year-old 36/100
“The model provides a generally well-pitched explanation for a 10-year-old, uses a concrete example, and addresses the simple vs. compound interest misconception. However, it includes a blatant arithmetic/notation error in the simple interest worked example ('$100 + $10 = $120' and '$100 + $10 = $130'). As per the rubric, any subtly-wrong worked example sets accuracy to 1/10 and caps the overall score below 40, as teaching incorrect math equations to a child is a severe failure.”
WeakAnalogy for an API rate limit (with limits) 38/100
“The model provides a highly relevant analogy and correctly identifies the key areas where it breaks down (sliding windows, concurrency, variable costs). However, it includes a subtly-wrong worked example when explaining the sliding window, claiming that 2:46pm is 60 minutes after 2:45pm. Per the strict accuracy constraints, any subtly-wrong worked example that introduces a lie of commission or confusion drops the accuracy score to 1/10, as this would deeply confuse a junior developer trying to understand the mechanics of a sliding window.”
WeakStudent is truly stuck — give a real hint, not a non-answer 33/100
“The model fails to scaffold the learning process by dumping the full break-even formula instead of guiding the student, and lacks illuminating examples.”
Frequently asked
Is claude-sonnet-4.5-high good at Training & Education?
claude-sonnet-4.5-high ranks #21 of 44 models we tested for Training & Education, scoring excellent.
What is claude-sonnet-4.5-high's strongest Training & Education skill?
Its best sub-task here is Lesson Plan.
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Prompt × model results
12 test cases · 3 evals