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cs.CL2026
Agentic Data Sampling Framework for Multilingual ASR via Linguistic-Aware Error-Driven Optimization
Zhiheng Qian, Junhao Du, Jing Peng +6
Multilingual automatic speech recognition (ASR) has achieved rapid progress with large-scale pretrained models and multilingual speech corpora. Previous studies have proved the piv…
cs.CL2026
ETC-Bench: A Multilingual Benchmark for Evaluation-Side Transcript Canonicalization
Zhiheng Qian, Junhao Du, Jing Peng +5
Written transcripts of the same speech can differ in ways that are not uniquely determined by the speech signal. We formulate evaluation-side transcript canonicalization (ETC), whi…