MiniMax-M3.1-Flash
MiniMax-M3.1-Flash · xhigh, showing frontend interaction. Results for all tested efforts are available below.
Frontend interaction82
MiniMax-M3.1-Flash · xhigh
- Backend engineering
- 68
- Frontend interaction
- 82
- Knowledge & Reasoning
- 75
- Visual aesthetics
- 59
- Maintainability
- 51
- Evaluation time
- 11m 13s
- Reference cost
- $0.038
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 |
|---|---|---|---|---|---|---|---|---|---|
| 67.45 | 62 | 88 | 65 | 64 | 51 | 70m 28s | $0.17 | ||
| 70.20 | 68 | 82 | 75 | 59 | 51 | 66m 40s | $0.18 | ||
| 73.60 | 73 | 75 | 80 | 66 | 61 | 87m 15s | $0.21 |
Score breakdown
- Overall score
- 70.20
- Evaluation time
- 66m 40s
- Reference cost
- $0.18
Interface behavior, user interactions, and state feedback.
Layout and adaptation20 / 20
Content organization, layout constraints, and responsive adaptation.
Interaction behavior19 / 20
Input response, completed workflows, and edge-case interactions.
State continuity15 / 20
State propagation, recovery, and continuity across actions.
Accessibility and feedback13 / 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 xhigh
- Frontend interaction
- −6.0 pts 88.00 → 82.00
- Reference cost
- +$0.013 $0.024 → $0.038
- Evaluation time
- +15.9% 9m 41s → 11m 13s
Data snapshot published · 10/27/2026Scoring & cost notes