Video
Case-study video for the one-speaker WavLM SECS measurement and its scope limits.
00:03:27 / JGFFOTL35wA
Case-study video for the one-speaker WavLM SECS measurement and its scope limits.
The formal site claim is 0.961 mean WavLM SECS under an encoder-matched protocol for one speaker and 10 held-out English sentences.
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.