Model comparison
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Differences vs. ERNIE 5.5 Flash Preview · Max
Score, cost & time differences
Current baseline · ERNIE 5.5 Flash Preview · Max
52Backend engineering
Compared with ERNIE 5.5 Flash Preview · Max
- GLM-5.3-Flash · max
Backend engineering: tiedCost $0.023 ($0.056 less)Evaluation time 24m 14s (14m 4s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | ERNIE 5.5 Flash Preview · Max | GLM-5.3-Flash · max |
|---|---|---|
| Backend engineering | ERNIE 5.5 Flash PreviewMax 52 | GLM-5.3-Flashmax 52Tied |
| Overall | ERNIE 5.5 Flash PreviewMax 67.20 | GLM-5.3-Flashmax 54.45−12.75 pts |
| Frontend interaction | ERNIE 5.5 Flash PreviewMax 52 | GLM-5.3-Flashmax 71+19 pts |
| Knowledge & reasoning | ERNIE 5.5 Flash PreviewMax 90 | GLM-5.3-Flashmax 40−50 pts |
| Visual aesthetics | ERNIE 5.5 Flash PreviewMax 66 | GLM-5.3-Flashmax 70+4 pts |
| Maintainability | ERNIE 5.5 Flash PreviewMax 57 | GLM-5.3-Flashmax 53−4 pts |
Backend engineering evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Backend engineering evaluation| Metric | ERNIE 5.5 Flash Preview · Max | GLM-5.3-Flash · max |
|---|---|---|
| Cost | ERNIE 5.5 Flash PreviewMax $0.079 | GLM-5.3-Flashmax $0.023−$0.056 |
| Evaluation time | ERNIE 5.5 Flash PreviewMax 10m 10s | GLM-5.3-Flashmax 24m 14s+138.4% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | ERNIE 5.5 Flash PreviewMax | GLM-5.3-Flashmax |
|---|---|---|
| Contracts and boundaries | 7 / 20 | 7 / 20 |
| Retries and failures | 10 / 20 | 11 / 20 |
| CI and adversarial review | 14 / 20 | 9 / 20 |
| Transactions and consistency | 12 / 20 | 11 / 20 |
| Caching and regression | 9 / 20 | 14 / 20 |
Frontend interactionSubscores
| Scoring dimension | ERNIE 5.5 Flash PreviewMax | GLM-5.3-Flashmax |
|---|---|---|
| Layout and adaptation | — | 16 / 20 |
| Interaction behavior | — | 15 / 20 |
| State continuity | — | 13 / 20 |
| Accessibility and feedback | 5 / 15 | 8 / 15 |
| State validation and regression | — | 19 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | ERNIE 5.5 Flash PreviewMax | GLM-5.3-Flashmax |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 5 / 15 |
| Computer science & AI | 10 / 15 | 5 / 15 |
| Science and engineering | 10 / 10 | 5 / 10 |
| Life sciences and medicine | 20 / 20 | 10 / 20 |
| Humanities and general knowledge | 35 / 40 | 15 / 40 |
Visual aestheticsSubscores
| Scoring dimension | ERNIE 5.5 Flash PreviewMax | GLM-5.3-Flashmax |
|---|---|---|
| Composition | 18 / 20 | 18 / 20 |
| Spacing and alignment | 18 / 20 | 17 / 20 |
| Typography and expression | 16 / 20 | 17 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 16 / 20 | 18 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | ERNIE 5.5 Flash PreviewMax | GLM-5.3-Flashmax |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 18 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 17 / 20 | 16 / 20 |
| Implementation economy | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.