Model comparison
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Differences vs. deepseek-v4-flash · high
Score, cost & time differences
Current baseline · deepseek-v4-flash · high
76Frontend interaction
Compared with deepseek-v4-flash · high
- glm-5.3-flash · high
Frontend interaction: tiedReference cost $0.025 ($0.043 less)Evaluation time 29m 43s (12m 55s 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 | glm-5.3-flash · high |
|---|---|---|
| Frontend interaction | deepseek-v4-flashhigh 76 | glm-5.3-flashhigh 76Tied |
| Overall | deepseek-v4-flashhigh 60.50 | glm-5.3-flashhigh 49.60−10.9 pts |
| Backend engineering | deepseek-v4-flashhigh 58 | glm-5.3-flashhigh 55−3 pts |
| Knowledge & Reasoning | deepseek-v4-flashhigh 55 | glm-5.3-flashhigh 20−35 pts |
| Visual aesthetics | deepseek-v4-flashhigh 61 | glm-5.3-flashhigh 70+9 pts |
| Maintainability | deepseek-v4-flashhigh 53 | glm-5.3-flashhigh 59+6 pts |
Frontend interaction evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Frontend interaction evaluation| Metric | deepseek-v4-flash · high | glm-5.3-flash · high |
|---|---|---|
| Reference cost | deepseek-v4-flashhigh $0.067 | glm-5.3-flashhigh $0.025−$0.043 |
| Evaluation time | deepseek-v4-flashhigh 16m 48s | glm-5.3-flashhigh 29m 43s+76.9% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | deepseek-v4-flashhigh | glm-5.3-flashhigh |
|---|---|---|
| Contracts and boundaries | 8 / 20 | 6 / 20 |
| Retries and failures | 16 / 20 | 12 / 20 |
| CI and adversarial review | 11 / 20 | 13 / 20 |
| Transactions and consistency | 10 / 20 | 10 / 20 |
| Caching and regression | 13 / 20 | 14 / 20 |
Frontend interactionSubscores
| Scoring dimension | deepseek-v4-flashhigh | glm-5.3-flashhigh |
|---|---|---|
| Layout and adaptation | 16 / 20 | 18 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 15 / 20 | 15 / 20 |
| Accessibility and feedback | 10 / 15 | 9 / 15 |
| State validation and regression | 15 / 25 | 14 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | deepseek-v4-flashhigh | glm-5.3-flashhigh |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 5 / 15 |
| Computer science & AI | 10 / 15 | 5 / 15 |
| Science and engineering | 5 / 10 | 0 / 10 |
| Life sciences and medicine | 15 / 20 | 5 / 20 |
| Humanities and general knowledge | 15 / 40 | 5 / 40 |
Visual aestheticsSubscores
| Scoring dimension | deepseek-v4-flashhigh | glm-5.3-flashhigh |
|---|---|---|
| Composition | 19 / 20 | 20 / 20 |
| Spacing and alignment | 15 / 20 | 16 / 20 |
| Typography and expression | 16 / 20 | 17 / 20 |
| Color and surfaces | 19 / 20 | 20 / 20 |
| Control styling | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | deepseek-v4-flashhigh | glm-5.3-flashhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 16 / 20 | 18 / 20 |
| Implementation economy | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.