3 papers
cs.LG2026
The Vote Hides the Failure: Aggregation Choice and Noise Robustness in Heart Murmur Detection
Nicholaus Dismas Ladislaus, Olatunji Damilare Emmanuel, Samuel Chol Buol
Noise robustness in automated phonocardiogram (PCG) murmur detection, and how it is measured, remains underexamined despite growing interest in low-resource screening. We evaluate…
cs.CL2026
The Illusion of Cross-Lingual Safety in Low-Resource Languages
Abigail Oppong, P Sam Sahil, Tadesse Destaw Belay +12
Safety alignment in large language models (LLMs) is largely developed in English, assuming these safeguards generalize across multilingual settings. However, this assumption remain…
cs.CL2026
WaxalNet: Benchmarking and Adapting Speech Recognition for Spontaneous Speech in 19 African Languages
Victor Tolulope Olufemi, Oreoluwa Babatunde, Ramsey Njema +28
Multilingual speech foundation models claim broad language coverage, but how well they handle spontaneous African speech, and how best to adapt them, remains unclear. We benchmark…