Model comparison
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Differences vs. GLM-5.3 · high
Score, cost & time differences
Current baseline · GLM-5.3 · high
64.10Overall
Compared with GLM-5.3 · high
- GLM-5.3 · max
Overall: +4.8 ptsCost $1.83 ($0.35 less)Evaluation time 153m 15s (87m 41s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | GLM-5.3 · high | GLM-5.3 · max |
|---|---|---|
| Overall | GLM-5.3high 64.10 | GLM-5.3max 68.90+4.8 pts |
| Backend engineering | GLM-5.3high 66 | GLM-5.3max 67+1 pts |
| Frontend interaction | GLM-5.3high 80 | GLM-5.3max 72−8 pts |
| Knowledge & reasoning | GLM-5.3high 50 | GLM-5.3max 70+20 pts |
| Visual aesthetics | GLM-5.3high 66 | GLM-5.3max 66Tied |
| Maintainability | GLM-5.3high 68 | GLM-5.3max 64−4 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | GLM-5.3 · high | GLM-5.3 · max |
|---|---|---|
| Cost | GLM-5.3high $2.18 | GLM-5.3max $1.83−$0.35 |
| Evaluation time | GLM-5.3high 65m 34s | GLM-5.3max 153m 15s+133.7% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | GLM-5.3high | GLM-5.3max |
|---|---|---|
| Contracts and boundaries | 10 / 20 | 14 / 20 |
| Retries and failures | 14 / 20 | 12 / 20 |
| CI and adversarial review | 12 / 20 | 14 / 20 |
| Transactions and consistency | 15 / 20 | 13 / 20 |
| Caching and regression | 15 / 20 | 14 / 20 |
Frontend interactionSubscores
| Scoring dimension | GLM-5.3high | GLM-5.3max |
|---|---|---|
| Layout and adaptation | 20 / 20 | 17 / 20 |
| Interaction behavior | 20 / 20 | 17 / 20 |
| State continuity | 18 / 20 | 13 / 20 |
| Accessibility and feedback | 7 / 15 | 10 / 15 |
| State validation and regression | 15 / 25 | 15 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | GLM-5.3high | GLM-5.3max |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 10 / 15 |
| Computer science & AI | 5 / 15 | 10 / 15 |
| Science and engineering | 0 / 10 | 10 / 10 |
| Life sciences and medicine | 15 / 20 | 15 / 20 |
| Humanities and general knowledge | 20 / 40 | 25 / 40 |
Visual aestheticsSubscores
| Scoring dimension | GLM-5.3high | GLM-5.3max |
|---|---|---|
| Composition | 19 / 20 | 18 / 20 |
| Spacing and alignment | 15 / 20 | 18 / 20 |
| Typography and expression | 17 / 20 | 15 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | GLM-5.3high | GLM-5.3max |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 20 / 20 |
| Locality of changes | 17 / 20 | 17 / 20 |
| State and lifecycle | 19 / 20 | 17 / 20 |
| Implementation economy | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.