MiniMax M3.1 Flash
MiniMaxOpenCodeReasoning: high
MiniMax M3.1 Flash gets fewer than 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 (56.5 out of 100).
Rank 9 of 9
TifinaghBench score
1.4out of 100
95% interval 1.2–1.7
1.4 with strict spelling
0–100, with 95% interval
Script score
56.5out of 100
95% interval 54.8–58.3
48.5 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
- 1.62 correct, 28 partial, 970 wrong of 1000
- English → Tifinagh
- 0.22 correct, 0 partial, 998 wrong of 1000
- Tifinagh ↔ Latin
- 71.0710 correct, 0 partial, 290 wrong of 1000
Tarifit
- Tifinagh → English
- 2.618 correct, 15 partial, 960 wrong of 993
- English → Tifinagh
- 0.11 correct, 0 partial, 992 wrong of 993
- Tifinagh ↔ Latin
- 41.7417 correct, 0 partial, 583 wrong of 1000
Kabyle
- Tifinagh → English
- 3.217 correct, 29 partial, 951 wrong of 997
- English → Tifinagh
- 0.99 correct, 0 partial, 988 wrong of 997
- Tifinagh ↔ Latin
- 56.9569 correct, 0 partial, 431 wrong of 1000
| Tifinagh → English | English → Tifinagh | Tifinagh ↔ Latin | |
|---|---|---|---|
| Standard Moroccan Amazigh | 1.62 correct, 28 partial, 970 wrong of 1000 | 0.22 correct, 0 partial, 998 wrong of 1000 | 71.0710 correct, 0 partial, 290 wrong of 1000 |
| Tarifit | 2.618 correct, 15 partial, 960 wrong of 993 | 0.11 correct, 0 partial, 992 wrong of 993 | 41.7417 correct, 0 partial, 583 wrong of 1000 |
| Kabyle | 3.217 correct, 29 partial, 951 wrong of 997 | 0.99 correct, 0 partial, 988 wrong of 997 | 56.9569 correct, 0 partial, 431 wrong of 1000 |
By dialect
Meaning tasks only
- Standard Moroccan Amazigh0.9
- Tarifit1.3
- Kabyle2.0
By task
- Tifinagh → English2.4
- English → Tifinagh0.4
- Tifinagh ↔ Latin56.5
Tifinagh → English grades
Free-text meanings, graded by the judge or matched exactly.
- Correct
- Partial
- Wrong
- Failed
Standard Moroccan Amazigh2 correct, 28 partial, 970 wrong of 1000
Tarifit18 correct, 15 partial, 960 wrong of 993
Kabyle17 correct, 29 partial, 951 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 | 89.6% | 9.6% |
| Tarifit | 97.6% | 28.9% |
| Kabyle | 85.6% | 9.8% |
The run
- Setup
- Official setup
- Harness
- OpenCode 2.0.32@opencode-ai/client 0.0.0-beta-19271
- Judge
- Claude Haiku 5.5 (Claude Code)
- Sample
- 1,000 words per dialect, seed 1
- Batch size
- 100
- Sessions
- 96 answer, 30 judge
- Tokens
- 223,193 in · 144,977 out · 2,268,884 reasoning
- Model cost
- $1.48
- Judge cost
- $0.20
- Dates
- 24 Oct 2026, 22:48 UTC → 25 Oct 2026, 00:14 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