GLM 5.3 Flash
Zhipu AIOpenCode · OpenCode GoReasoning: high
GLM 5.3 Flash gets about 1 vocabulary question in 10 right. It does best in Kabyle. Its weakest spot is writing Tarifit words in Tifinagh. It still makes mistakes swapping Tifinagh and Latin letters (80.6 out of 100).
Rank 6 of 9Tied with Claude Sonnet 5.5
TifinaghBench score
12.0out of 100
95% interval 11.3–12.7
11.7 with strict spelling
0–100, with 95% interval
Script score
80.6out of 100
95% interval 79.3–81.9
65.4 with strict spelling
Transliteration score, 0–100
Scores by dialect and task
Share of the score earned in each cell, 0–100. The transliteration column measures the script, not the vocabulary.
Standard Moroccan Amazigh
- Tifinagh → English
- 9.468 correct, 51 partial, 881 wrong of 1000
- English → Tifinagh
- 2.626 correct, 0 partial, 974 wrong of 1000
- Tifinagh ↔ Latin
- 90.7907 correct, 0 partial, 93 wrong of 1000
Tarifit
- Tifinagh → English
- 12.086 correct, 66 partial, 841 wrong of 993
- English → Tifinagh
- 1.919 correct, 0 partial, 974 wrong of 993
- Tifinagh ↔ Latin
- 60.6606 correct, 0 partial, 394 wrong of 1000
Kabyle
- Tifinagh → English
- 35.2294 correct, 114 partial, 589 wrong of 997
- English → Tifinagh
- 10.9109 correct, 0 partial, 888 wrong of 997
- Tifinagh ↔ Latin
- 90.5905 correct, 0 partial, 95 wrong of 1000
| Tifinagh → English | English → Tifinagh | Tifinagh ↔ Latin | |
|---|---|---|---|
| Standard Moroccan Amazigh | 9.468 correct, 51 partial, 881 wrong of 1000 | 2.626 correct, 0 partial, 974 wrong of 1000 | 90.7907 correct, 0 partial, 93 wrong of 1000 |
| Tarifit | 12.086 correct, 66 partial, 841 wrong of 993 | 1.919 correct, 0 partial, 974 wrong of 993 | 60.6606 correct, 0 partial, 394 wrong of 1000 |
| Kabyle | 35.2294 correct, 114 partial, 589 wrong of 997 | 10.9109 correct, 0 partial, 888 wrong of 997 | 90.5905 correct, 0 partial, 95 wrong of 1000 |
By dialect
Meaning tasks only
- Standard Moroccan Amazigh6.0
- Tarifit6.9
- Kabyle23.1
By task
- Tifinagh → English18.8
- English → Tifinagh5.1
- Tifinagh ↔ Latin80.6
Tifinagh → English grades
Free-text meanings, graded by the judge or matched exactly.
- Correct
- Partial
- Wrong
- Failed
Standard Moroccan Amazigh68 correct, 51 partial, 881 wrong of 1000
Tarifit86 correct, 66 partial, 841 wrong of 993
Kabyle294 correct, 114 partial, 589 wrong of 997
Character error rate
For exact-match answers: the smallest edit distance to an accepted answer, divided by its length. Lower is better; it shows near misses that a 0 score hides.
| English → Tifinagh | Tifinagh ↔ Latin | |
|---|---|---|
| Standard Moroccan Amazigh | 92.7% | 3.7% |
| Tarifit | 95.4% | 25.4% |
| Kabyle | 74.5% | 3.1% |
The run
- Setup
- Official setup
- Harness
- OpenCode 2.0.32@opencode-ai/client 0.0.0-beta-19271
- Provider
- OpenCode Go
- Judge
- Claude Haiku 5.5 (Claude Code)
- Sample
- 1,000 words per dialect, seed 1
- Batch size
- 100
- Sessions
- 102 answer, 30 judge
- Tokens
- 212,948 in · 226,739 out · 1,213,801 reasoning
- Model cost
- $0.75
- Judge cost
- $0.23
- Dates
- 20 Oct 2026, 12:34 UTC → 20 Oct 2026, 13:51 UTC
- CLI version
- 0.1.0
Dataset checksums
SHA-256 of each dictionary file, so the run can be checked once the datasets are released.
- Standard Moroccan Amazigh
633505d9ccd2244f9a53b64f56bd153c428cc3dbd7229066845404bf3d7c5060 - Tarifit
d144a5619aa31cc06ffcc4eb26c361c65ca2c71451dfdfbea7fa134206481c4f - Kabyle
ed3a9882ac0f4ef10630917a302fd7d9ff6ac706654bb317b94c715f6b4cf9ea