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gpt-6.1-sol

gpt-6.1-sol · high, showing knowledge & reasoning. Results for all tested efforts are available below.

Knowledge & Reasoning85

gpt-6.1-sol · high

Backend engineering
91
Frontend interaction
96
Knowledge & Reasoning
85
Visual aesthetics
70
Maintainability
70
Evaluation time
9m 50s
Reference cost
$0.63

Knowledge & Reasoning · Evaluation time & API cost

Tasks & methodology

Results by reasoning effort

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Model / effortOverallBackend engineeringFrontend interactionKnowledge & ReasoningVisual aestheticsMaintainabilityTotal eval. timeTotal ref. costCompare
83.90849485757324m 22s$1.33
83.85898390737028m 54s$1.41
84.65919685707042m 39s$1.56
83.45909485667074m 41s$1.62
86.60959690667062m 9s$1.69

Score breakdown

Overall score
84.65
Evaluation time
42m 39s
Reference cost
$1.56

Cross-disciplinary knowledge and complex problem solving.

Mathematical reasoning15 / 15

Mathematical concepts, logical deduction, and calculation accuracy.

Computer science & AI15 / 15

Computing systems, algorithms, and AI principles.

Science and engineering10 / 10

Scientific principles, quantitative analysis, and engineering problem solving.

Life sciences and medicine15 / 20

Biological mechanisms, medical knowledge, and domain-specific reasoning.

Humanities and general knowledge30 / 40

Humanities, social sciences, conceptual distinctions, and synthesis.

What changes with higher reasoning effort

Compare knowledge & reasoning scores, cost, and time across neighboring tested efforts.

medium high
Knowledge & Reasoning
−5.0 pts
90.00 85.00
Reference cost
+$0.071
$0.56 $0.63
Evaluation time
+17.8%
8m 21s 9m 50s
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Model and effort comparisons

Data snapshot published · 10/27/2026Scoring & cost notes