| # Results |
|
|
| This release includes JSON and Markdown outputs under `results/`. The most |
| important caveat is that the clean benchmark gains are single-run directional |
| point estimates, not statistically established improvements. |
|
|
| ## Clean Main Benchmarks |
|
|
| | Model | FLEURS WER | VoxPopuli WER | |
| | --- | ---: | ---: | |
| | Frozen Qwen3-ASR baseline | 4.900 | 9.038 | |
| | LatentASR, N=4, theta=0 | 4.776 | 8.995 | |
|
|
| Relative WER deltas: |
|
|
| - FLEURS: `-2.54%` |
| - VoxPopuli: `-0.47%` |
|
|
| ## Robustness Diagnostics |
|
|
| At SNR `0` dB: |
|
|
| | Dataset | Baseline WER | LatentASR WER | Relative delta | |
| | --- | ---: | ---: | ---: | |
| | FLEURS | 29.81 | 29.42 | -1.32% | |
| | VoxPopuli | 19.71 | 19.51 | -1.02% | |
|
|
| Stress broad suite weighted aggregate: |
|
|
| - Baseline WER: `36.843` |
| - LatentASR WER: `36.265` |
| - Delta: `-0.578` pp (`-1.57%` relative) |
|
|
| ## ASCEND Diagnostic |
|
|
| ASCEND CER: |
|
|
| - Baseline: `57.81` |
| - LatentASR: `48.55` |
| - Relative CER delta: `-16.02%` |
|
|
| This is explicitly treated as an overlap-confounded in-domain diagnostic. |
| ASCEND contributes 5/500 activation utterances and speaker-disjointness was not |
| enforced. |
|
|
| ## Included Result Folders |
|
|
| - `results/paper500_main_eval_20260518/` |
| - `results/paper500_english_clean_noise_20260518/` |
| - `results/paper500_multilingual_streaming_20260518/` |
| - `results/paper500_threshold_20260518/` |
| - `results/paper500_more_testing_stress_20260525/` |
| - `results/paper500_ascend_20260518/` |
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|
