glm-5.3
glm-5.3 · high, showing frontend interaction. Results for all tested efforts are available below.
Frontend interaction82
glm-5.3 · high
- Backend engineering
- 69
- Frontend interaction
- 82
- Knowledge & Reasoning
- 50
- Visual aesthetics
- 66
- Maintainability
- 68
- Evaluation time
- 23m 23s
- Reference cost
- $0.43
Frontend interaction · 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
- 64.40
- Evaluation time
- 65m 34s
- Reference cost
- $2.18
Interface behavior, user interactions, and state feedback.
Layout and adaptation20 / 20
Content organization, layout constraints, and responsive adaptation.
Interaction behavior20 / 20
Input response, completed workflows, and edge-case interactions.
State continuity20 / 20
State propagation, recovery, and continuity across actions.
Accessibility and feedback7 / 15
Control semantics, accessibility support, and clear feedback.
State validation and regression15 / 25
Expected-state verification and behavioral regression checks.
What changes with higher reasoning effort
Compare frontend interaction scores, cost, and time across neighboring tested efforts.
high max
- Frontend interaction
- −4.0 pts 82.00 → 78.00
- Reference cost
- −$0.009 $0.43 → $0.42
- Evaluation time
- −10.0% 23m 23s → 21m 2s
Model and effort comparisons
Data snapshot published · 10/27/2026Scoring & cost notes