Scientific Paper · source-verified

The Search for Squawk: Agile Modeling in Bioacoustics

Dumoulin, Vincent; Stretcu, Otilia; Hamer, Jenny; Harrell, Lauren; Laber, Rob; Larochelle, Hugo; van Merriënboer, Bart; Navine, Amanda; Hart, Patrick; Williams, Ben; Lamont, Timothy A. C.; Razak, Tries B.; Team, Mars Coral Restoration; Brodie, Sheryn; Doohan, Brendan; Eichinski, Phil; Roe, Paul; Schwarzkopf, Lin; Denton, Tom · 2025-06-10

This study presents a fast, scalable system for building bioacoustic recognizers in under an hour using pretrained bird acoustic embeddings, active learning, and efficient search enabling ecologists to analyze diverse ecosystems like coral reefs and endangered bird habitats with minimal data and expertise.

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Dumoulin, Vincent; Stretcu, Otilia; Hamer, Jenny; Harrell, Lauren; Laber, Rob; Larochelle, Hugo; van Merriënboer, Bart; Navine, Amanda; Hart, Patrick; Williams, Ben; Lamont, Timothy A. C.; Razak, Tries B.; Team, Mars Coral Restoration; Brodie, Sheryn; Doohan, Brendan; Eichinski, Phil; Roe, Paul; Schwarzkopf, Lin; Denton, Tom. 2025-06-10. The Search for Squawk: Agile Modeling in Bioacoustics. https://arxiv.org/abs/2505.03071 (AI & Environment Resource Hub; record paper-313; collection snapshot 2026-09-15).

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Author or creator
Dumoulin, Vincent; Stretcu, Otilia; Hamer, Jenny; Harrell, Lauren; Laber, Rob; Larochelle, Hugo; van Merriënboer, Bart; Navine, Amanda; Hart, Patrick; Williams, Ben; Lamont, Timothy A. C.; Razak, Tries B.; Team, Mars Coral Restoration; Brodie, Sheryn; Doohan, Brendan; Eichinski, Phil; Roe, Paul; Schwarzkopf, Lin; Denton, Tom
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arXiv
Publication date
2025-06-10
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day
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Unknown
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unknown
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unknown
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verified
Last verified
2026-09-15T16:44:45.963Z
Snapshot import
2026-09-06
Legacy domain
Water & Oceans
Legacy subdomain
Scalable Bioacoustic AI Tools & Active Learning Systems
journal
arXiv

Provenance and review

Source sheet: Scientific Paper · Row 317 · Original ID: paper-313.

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A paper listing is not a quality assessment. Peer review and findings require source-level confirmation. Source link reachable · checked 2026-09-15. Source identity and required metadata verified. The import date is not the original date added.

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