DeepSeek v4.1 Flash
DeepSeekOpenCode · OpenCode GoReasoning: high
DeepSeek v4.1 Flash gets about 2 vocabulary questions in 10 right. It does best in Kabyle. Its weakest spot is writing Tarifit words in Tifinagh. It swaps Tifinagh and Latin letters well (93.1 out of 100).
Rank 5 of 9
TifinaghBench score
16.8out of 100
95% interval 15.9–17.6
16.3 with strict spelling
0–100, with 95% interval
Script score
93.1out of 100
95% interval 92.2–93.9
77.3 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
- 13.3106 correct, 54 partial, 840 wrong of 1000
- English → Tifinagh
- 5.454 correct, 0 partial, 946 wrong of 1000
- Tifinagh ↔ Latin
- 99.2992 correct, 0 partial, 8 wrong of 1000
Tarifit
- Tifinagh → English
- 17.0130 correct, 77 partial, 786 wrong of 993
- English → Tifinagh
- 3.535 correct, 0 partial, 958 wrong of 993
- Tifinagh ↔ Latin
- 82.6826 correct, 0 partial, 174 wrong of 1000
Kabyle
- Tifinagh → English
- 44.0387 correct, 103 partial, 507 wrong of 997
- English → Tifinagh
- 17.4173 correct, 0 partial, 824 wrong of 997
- Tifinagh ↔ Latin
- 97.4974 correct, 0 partial, 26 wrong of 1000
| Tifinagh → English | English → Tifinagh | Tifinagh ↔ Latin | |
|---|---|---|---|
| Standard Moroccan Amazigh | 13.3106 correct, 54 partial, 840 wrong of 1000 | 5.454 correct, 0 partial, 946 wrong of 1000 | 99.2992 correct, 0 partial, 8 wrong of 1000 |
| Tarifit | 17.0130 correct, 77 partial, 786 wrong of 993 | 3.535 correct, 0 partial, 958 wrong of 993 | 82.6826 correct, 0 partial, 174 wrong of 1000 |
| Kabyle | 44.0387 correct, 103 partial, 507 wrong of 997 | 17.4173 correct, 0 partial, 824 wrong of 997 | 97.4974 correct, 0 partial, 26 wrong of 1000 |
By dialect
Meaning tasks only
- Standard Moroccan Amazigh9.4
- Tarifit10.2
- Kabyle30.7
By task
- Tifinagh → English24.8
- English → Tifinagh8.8
- Tifinagh ↔ Latin93.1
Tifinagh → English grades
Free-text meanings, graded by the judge or matched exactly.
- Correct
- Partial
- Wrong
- Failed
Standard Moroccan Amazigh106 correct, 54 partial, 840 wrong of 1000
Tarifit130 correct, 77 partial, 786 wrong of 993
Kabyle387 correct, 103 partial, 507 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 | 82.8% | 0.1% |
| Tarifit | 90.7% | 18.2% |
| Kabyle | 64.0% | 0.7% |
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
- 94 answer, 32 judge
- Tokens
- 212,104 in · 164,952 out · 2,826,343 reasoning
- Model cost
- $1.83
- Judge cost
- $0.22
- Dates
- 20 Oct 2026, 00:18 UTC → 20 Oct 2026, 01:24 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