Audio — all candidate models

Audio quality by model and clip length 0.00 0.20 0.40 0.60 0.80 1.00 n/a LFM Q8 2.3 GB n/a LFM bf16 4.3 GB Gemma E4B IQ2M 4.5 GB (4.3 GB, no drafter) Nemotron E4B Q4KM 7.4 GB (6.7 GB, no drafter) Gemma E4B Q8 9.3 GB (9.1 GB, no drafter) Quality (mean, 0-1) Short (1 min) Medium (5 min) Long (30 min)

Statistics: each cell is the MEAN (arithmetic average of scored samples) ± STANDARD ERROR of the mean (SE = sample standard deviation / √n). Scores are LLM-judge quality 0–1 (higher = better); TPS = output tokens/second (higher = faster). Grouped bars of audio transcription quality means per model and clip length. LFM Q8 and LFM bf16 have no long (30 min) data: all 30-min clips failed at the candidate stage (marked n/a).

Quality / ratings

ModelShort (1 min)Medium (5 min)Long (30 min)
Gemma E4B BF16 + BF16 mmproj0.88 ± 0.0730.80 ± 0.100.73 ± 0.033
Gemma E4B UD-IQ2 + BF16 mmproj0.86 ± 0.0750.74 ± 0.0400.33 ± 0.088
LFM Omni Q8 + Q8 mmproj0.84 ± 0.0930.85 ± 0.065failed
LFM Omni bf16 + bf16 mmproj0.88 ± 0.0580.78 ± 0.095failed
Nemotron-3.5-Bolt + dflash + mmproj0.94 ± 0.0600.73 ± 0.0330.50 ± 0.20
ModelGemma Q8Gemma IQ2MLFM Q8LFM bf16Nemotron
Short (1 min)0.88 ± 0.0730.86 ± 0.0750.84 ± 0.0930.88 ± 0.0580.94 ± 0.060
Medium (5 min)0.80 ± 0.100.74 ± 0.0400.85 ± 0.0650.78 ± 0.0950.73 ± 0.033
Long (30 min)0.73 ± 0.0330.33 ± 0.088failedfailed0.50 ± 0.20

Tokens per second (TPS)

ModelShort (1 min)Medium (5 min)Long (30 min)
Gemma E4B BF16 + BF16 mmproj110 ± 20110 ± 1147 ± 8.1
Gemma E4B UD-IQ2 + BF16 mmproj100 ± 22110 ± 6.153 ± 18
LFM Omni Q8 + Q8 mmproj110 ± 19130 ± 2.4failed
LFM Omni bf16 + bf16 mmproj66 ± 1181 ± 2.1failed
Nemotron-3.5-Bolt + dflash + mmproj120 ± 2178 ± 1.147 ± 7.6
ModelGemma Q8Gemma IQ2MLFM Q8LFM bf16Nemotron
Short (1 min)110 ± 20100 ± 22110 ± 1966 ± 11120 ± 21
Medium (5 min)110 ± 11110 ± 6.1130 ± 2.481 ± 2.178 ± 1.1
Long (30 min)47 ± 8.153 ± 18failedfailed47 ± 7.6

Generated from results-*/results.json via html/build_report.py → html/aggregate.json on 2026-11-12.