2 papers
cs.AI2026
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Mubashara Akhtar, Anka Reuel, Prajna Soni +36
Artificial intelligence benchmarks are an important mechanism to measure model progress and guide deployment decisions. However, benchmarks quickly "saturate", making it difficult…
cs.CL2026
Unrequited Emotions: Investigating the Gaps in Motivation and Practice in Speech Emotion Recognition Research
Taryn Wong, Zeerak Talat, Hanan Aldarmaki +1
Critical analyses of emotion recognition technology have raised ethical concerns around task validity and potential downstream impacts, urging researchers to ensure alignment betwe…