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.

model parakeet-primeline
AMD 4750U GPU25.0×
AMD 4750U CPU13.6×
Q8_0 size0.69 GB
frontier · AMD 4750U GPU0 of 25

verdict: Never first, and outside the leader's 95% CI in all 25 languages. Weakest relative to the field in Slovenian (4.0× the leader's error), Greek (3.9×), and Latvian (2.8×). Faster than realtime on the AMD 4750U GPU (25.0×) and AMD 4750U CPU (13.6×).

license: CC-BY-4.0 · card languages: 25 · lang detecttimestamps (token)

standing by language · 25 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.

parakeet-primeline error best other model error tie: the 95% CIs overlap

quantization · 1 usable language at F32, F16, Q6_K, Q5_K_M, Q4_K_M

F32 is within noise on the one usable language: 339% of the Q8_0 file for no measurable accuracy cost. F16 is within noise on the one usable language: 170% of the Q8_0 file for no measurable accuracy cost. Q6_K is within noise on the one usable language: 83% of the Q8_0 file for no measurable accuracy cost. Q5_K_M is within noise on the one usable language: 74% of the Q8_0 file for no measurable accuracy cost. Q4_K_M is within noise on the one usable language: 66% of the Q8_0 file for no measurable accuracy cost.

F32 file339% of Q8_02.34 GB against 0.69 GB
median error change+0.3%over 1 usable language
measurably worse0 of 1above the Q8_0 95% confidence interval
worst usable languageGerman5.98 → 6.00 (+0.02 pts)
F16 file170% of Q8_01.17 GB against 0.69 GB
median error change+0.3%over 1 usable language
measurably worse0 of 1above the Q8_0 95% confidence interval
worst usable languageGerman5.98 → 6.00 (+0.02 pts)
Q6_K file83% of Q8_00.57 GB against 0.69 GB
median error change−0.3%over 1 usable language
measurably worse0 of 1above the Q8_0 95% confidence interval
worst usable languageGerman5.98 → 5.96 (−0.02 pts)
Q5_K_M file74% of Q8_00.51 GB against 0.69 GB
median error change+0.2%over 1 usable language
measurably worse0 of 1above the Q8_0 95% confidence interval
worst usable languageGerman5.98 → 5.99 (+0.01 pts)
Q4_K_M file66% of Q8_00.45 GB against 0.69 GB
median error change+0.0%over 1 usable language
measurably worse0 of 1above the Q8_0 95% confidence interval
worst usable languageGerman5.98 → 5.98 (+0.00 pts)
measurably worse than Q8_0: above its 95% confidence interval within noise typical noise of one measurement
per-language numbers (1)
German 5.985.53–6.44 6.00+0.026.00+0.025.96−0.025.99+0.015.98+0.00 +0.3%

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.

compare with

parakeet-tdt-0.6b-v3same familyparakeet-ultrasame familyparakeet-ctc-0.6bsame familyparakeet-ctc-1.1bsame familyorukeetahead of it in 25 of 25 shared languagescanary-1b-v2closest coverage, 25 languages in common