GLM-5.3
GLM-5.3 has 2 tested configurations. Its highest published overall score is 69.4 at max. Inspect dimension scores, evaluation time, and cost below.
Overall score69.4
GLM-5.3 · max
- Backend engineering
- 67
- Frontend interaction
- 72
- Knowledge & reasoning
- 70
- Evaluation time
- 153m 15s
- Cost
- $1.83
Complete evaluation · API cost
Results by reasoning effort
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| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & reasoning | Total eval. time | Total ref. cost | Compare |
|---|---|---|---|---|---|---|---|
| 65.4 | 66 | 80 | 50 | 65m 34s | $2.18 | ||
| 69.4 | 67 | 72 | 70 | 153m 15s | $1.83 |
Score breakdown
- Overall score
- 69.4
- Evaluation time
- 153m 15s
- Cost
- $1.83
Service logic, error handling and verification.
Contracts and boundaries14 / 20
API contracts, input validation and boundary behavior.
Retries and failures12 / 20
Recovery, retry conditions and failure handling.
CI and adversarial review14 / 20
Verification plans, risk detection and audit evidence.
Transactions and consistency13 / 20
State transitions, concurrency and consistency.
Caching and regression14 / 20
Invalidation, data updates and regression coverage.
What changes with higher reasoning effort
Compare overall scores, cost, and time across neighboring tested efforts.
high max
- Overall
- +4.0 pts 65.4 → 69.4
- Cost
- −$0.35 $2.18 → $1.83
- Evaluation time
- +133.7% 65m 34s → 153m 15s
Model and effort comparisons
Data snapshot published · 11/13/2026Scoring & cost notes