Video
Additional voice case-study context; the formal site copy keeps the metric scoped to the published WavLM protocol.
00:07:57 / 9re6jYR6GZg
Additional voice case-study context; the formal site copy keeps the metric scoped to the published WavLM protocol.
Video phrasing is treated as public talk-track language; publication cards and case-study pages use the scoped WavLM result.
Open video page
Figure 1.The voice case reports 0.961 mean WavLM SECS for one speaker on held-out English sentences under an encoder-matched protocol.
The figure shows a one-speaker voice protocol. A 50-clip centroid enrolls the target. For each held-out English sentence, the pipeline generates 12 candidates and selects by WavLM scoring. The reported result is 0.961 mean WavLM SECS under an encoder-matched protocol; cross-encoder triangulation remains pending.
preprint / March 2026
Measured voice case: 0.961 mean WavLM SECS under an encoder-matched one-speaker protocol with held-out English sentences.
DOI 10.13140/RG.2.2.33842.16324
video-dda-witness
Video-side DDA/TCT witness using a 23-stage DAG, seven modalities, and per-project provenance records.