Long-Tail-Learning on Cognaptus

Long-Tail-Learning on Cognaptus https://cognaptus.com/tags/long-tail-learning/ Recent content in Long-Tail-Learning on Cognaptus Hugo -- 0.145.0 en-us Tue, 06 Oct 2026 00:00:00 +0000 More Balance Is Not More Accuracy: Rebalancing Rare Vocal Events Without Redesigning ASR https://cognaptus.com/blog/2026-10-06-more-balance-is-not-more-accuracy-rebalancing-rare-vocal-events-without-redesigning-asr/ Tue, 06 Oct 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-10-06-more-balance-is-not-more-accuracy-rebalancing-rare-vocal-events-without-redesigning-asr/ A challenge system shows that changing training exposure can improve rare vocal-event recognition without changing the ASR architecture, but stronger balancing can redistribute errors rather than reduce them.