glm-5.3
glm-5.3 · max, showing knowledge & reasoning. Results for all tested efforts are available below.
Knowledge & Reasoning70
glm-5.3 · max
- Backend engineering
- 70
- Frontend interaction
- 78
- Knowledge & Reasoning
- 70
- Visual aesthetics
- 66
- Maintainability
- 64
- Evaluation time
- 114m 58s
- Reference cost
- $0.97
Knowledge & Reasoning · Evaluation time & API cost
Results by reasoning effort
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| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & Reasoning | Visual aesthetics | Maintainability | Total eval. time | Total ref. cost | Compare |
|---|---|---|---|---|---|---|---|---|---|
| 64.40 | 69 | 82 | 50 | 66 | 68 | 65m 34s | $2.18 | ||
| 70.40 | 70 | 78 | 70 | 66 | 64 | 153m 15s | $1.83 |
Score breakdown
- Overall score
- 70.40
- Evaluation time
- 153m 15s
- Reference cost
- $1.83
Cross-disciplinary knowledge and complex problem solving.
Mathematical reasoning10 / 15
Mathematical concepts, logical deduction, and calculation accuracy.
Computer science & AI10 / 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 knowledge25 / 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.
high max
- Knowledge & Reasoning
- +20.0 pts 50.00 → 70.00
- Reference cost
- −$0.31 $1.27 → $0.97
- Evaluation time
- +411.1% 22m 30s → 114m 58s
Model and effort comparisons
Data snapshot published · 10/27/2026Scoring & cost notes