model detail
Where this model stands against the best model in each language at Q8_0, its speed on an AMD Ryzen 4750U laptop, and what the card says. Add a second model to compare them head to head.
verdict: Never first, but tied with the leader in 4 of 82 languages (overlapping 95% CIs). Weakest relative to the field in Maltese (4.9× the leader's error), Hindi (3.9×), and Japanese (CER) (3.0×). Fast enough for realtime on the AMD 4750U GPU (2.0×), not on the AMD 4750U CPU (1.0×).
standing by language · 82 benchmarked
Each bar compares this model with the best other model in that language, on a log scale: left of center it is ahead, right of center behind, and the other model is named on the row. The two error rates use the legend colors: this model first, the other model second. Faded bars are ties, where the 95% confidence intervals overlap. Sorted strongest standing first. Hover a row for full details.
quantization · 23 usable languages at Q5_K_M
Q5_K_M is within noise on every one of 23 usable languages: 70% of the Q8_0 file for no measurable accuracy cost.
per-language numbers (23 usable, 22 more at 30% or worse)
| Greek | 18.7917.47–20.14 | 19.67+0.88 | +4.7% |
| Italian | 3.673.26–4.11 | 3.83+0.16 | +4.4% |
| Kannada | 74.1872.35–76.20 | 76.96+2.78 | +3.7% |
| Spanish | 3.553.18–3.98 | 3.63+0.08 | +2.3% |
| Hungarian | 21.9721.06–22.93 | 22.34+0.37 | +1.7% |
| Bulgarian | 19.8918.96–20.85 | 20.20+0.31 | +1.6% |
| Armenian | 54.7353.53–55.85 | 55.56+0.83 | +1.5% |
| Czech | 18.7717.92–19.75 | 19.04+0.27 | +1.4% |
| Korean (CER) | 5.254.26–6.34 | 5.32+0.07 | +1.3% |
| Amharic | 133.86128.35–140.33 | 135.57+1.71 | +1.3% |
| Hindi | 29.1027.16–31.25 | 29.46+0.36 | +1.2% |
| Afrikaans | 44.9242.61–47.28 | 45.45+0.53 | +1.2% |
| Filipino | 15.4414.78–16.15 | 15.62+0.18 | +1.2% |
| Lingala | 81.1378.91–83.39 | 82.01+0.88 | +1.1% |
| Japanese (CER) | 6.956.39–7.50 | 7.01+0.06 | +0.9% |
| Persian | 37.8836.76–39.01 | 38.19+0.31 | +0.8% |
| Bosnian | 22.2021.32–23.09 | 22.38+0.18 | +0.8% |
| Croatian | 18.3217.52–19.12 | 18.46+0.14 | +0.8% |
| Welsh | 36.3335.35–37.30 | 36.60+0.27 | +0.7% |
| Catalan | 7.016.46–7.61 | 7.06+0.05 | +0.7% |
| English | 4.463.90–5.11 | 4.49+0.03 | +0.7% |
| Finnish | 12.7312.01–13.53 | 12.81+0.08 | +0.6% |
| Macedonian | 22.8121.91–23.68 | 22.95+0.14 | +0.6% |
| Hebrew | 30.1828.45–31.92 | 30.36+0.18 | +0.6% |
| Estonian | 27.3126.31–28.35 | 27.45+0.14 | +0.5% |
| German | 5.044.63–5.47 | 5.06+0.02 | +0.4% |
| Kazakh | 47.2946.19–48.40 | 47.41+0.12 | +0.3% |
| French | 6.956.39–7.59 | 6.96+0.01 | +0.1% |
| Gujarati | 104.29103.91–104.68 | 104.15−0.14 | −0.1% |
| Azerbaijani | 30.3829.46–31.21 | 30.33−0.05 | −0.2% |
| Belarusian | 58.2657.26–59.33 | 58.16−0.10 | −0.2% |
| Arabic | 19.4718.01–21.12 | 19.42−0.05 | −0.3% |
| Lithuanian | 37.5836.63–38.51 | 37.48−0.10 | −0.3% |
| Danish | 17.8216.95–18.65 | 17.77−0.05 | −0.3% |
| Hausa | 90.1288.77–91.57 | 89.84−0.28 | −0.3% |
| Bangla | 105.08104.55–105.69 | 104.75−0.33 | −0.3% |
| Latvian | 30.1829.26–31.23 | 30.06−0.12 | −0.4% |
| Galician | 20.1019.39–20.93 | 20.01−0.09 | −0.4% |
| Assamese | 105.09104.38–106.00 | 104.44−0.65 | −0.6% |
| Lao (CER) | 102.35101.26–103.98 | 101.54−0.81 | −0.8% |
| Khmer (CER) | 118.15114.41–122.27 | 117.17−0.98 | −0.8% |
| Luxembourgish | 91.2289.48–93.29 | 90.46−0.76 | −0.8% |
| Indonesian | 8.938.27–9.68 | 8.78−0.15 | −1.7% |
| Georgian | 119.65116.17–122.89 | 116.90−2.75 | −2.3% |
| Icelandic | 49.7642.72–58.20 | 47.73−2.03 | −4.1% |
speed · all 73 models on the AMD 4750U GPU
× realtime, log scale. Left of the realtime marker, transcribing takes longer than the recording. Hover a dot for the model.