Model comparison
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Differences vs. deepseek-v4-flash · high
Score, cost & time differences
Current baseline · deepseek-v4-flash · high
58Backend engineering
Compared with deepseek-v4-flash · high
- deepseek-v4-flash · max
Backend engineering: −4 ptsReference cost $0.12 ($0.029 more)Evaluation time 14m 8s (2m 32s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | deepseek-v4-flash · high | deepseek-v4-flash · max |
|---|---|---|
| Backend engineering | deepseek-v4-flashhigh 58 | deepseek-v4-flashmax 54−4 pts |
| Overall | deepseek-v4-flashhigh 60.50 | deepseek-v4-flashmax 56.10−4.4 pts |
| Frontend interaction | deepseek-v4-flashhigh 76 | deepseek-v4-flashmax 61−15 pts |
| Knowledge & Reasoning | deepseek-v4-flashhigh 55 | deepseek-v4-flashmax 55Tied |
| Visual aesthetics | deepseek-v4-flashhigh 61 | deepseek-v4-flashmax 61Tied |
| Maintainability | deepseek-v4-flashhigh 53 | deepseek-v4-flashmax 47−6 pts |
Backend engineering evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Backend engineering evaluation| Metric | deepseek-v4-flash · high | deepseek-v4-flash · max |
|---|---|---|
| Reference cost | deepseek-v4-flashhigh $0.090 | deepseek-v4-flashmax $0.12+$0.029 |
| Evaluation time | deepseek-v4-flashhigh 11m 36s | deepseek-v4-flashmax 14m 8s+21.8% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | deepseek-v4-flashhigh | deepseek-v4-flashmax |
|---|---|---|
| Contracts and boundaries | 8 / 20 | 10 / 20 |
| Retries and failures | 16 / 20 | 17 / 20 |
| CI and adversarial review | 11 / 20 | 12 / 20 |
| Transactions and consistency | 10 / 20 | 15 / 20 |
| Caching and regression | 13 / 20 | 0 / 20 |
Frontend interactionSubscores
| Scoring dimension | deepseek-v4-flashhigh | deepseek-v4-flashmax |
|---|---|---|
| Layout and adaptation | 16 / 20 | 12 / 20 |
| Interaction behavior | 20 / 20 | 9 / 20 |
| State continuity | 15 / 20 | 8 / 20 |
| Accessibility and feedback | 10 / 15 | 10 / 15 |
| State validation and regression | 15 / 25 | 22 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | deepseek-v4-flashhigh | deepseek-v4-flashmax |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 5 / 15 |
| Computer science & AI | 10 / 15 | 10 / 15 |
| Science and engineering | 5 / 10 | 0 / 10 |
| Life sciences and medicine | 15 / 20 | 15 / 20 |
| Humanities and general knowledge | 15 / 40 | 25 / 40 |
Visual aestheticsSubscores
| Scoring dimension | deepseek-v4-flashhigh | deepseek-v4-flashmax |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 15 / 20 | 16 / 20 |
| Typography and expression | 16 / 20 | 17 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 16 / 20 | 14 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | deepseek-v4-flashhigh | deepseek-v4-flashmax |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 16 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 16 / 20 | 16 / 20 |
| Implementation economy | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.