Author

Rita Singh

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#natural language process... Preprint Sep 2026

CoLMbo-SV: A Grounded Language Model for Explainable Speaker Verification

Speaker verification systems achieve high accuracy but provide little account of the acoustic evidence behind their judgments. Making these systems inspectable requires exposing interpretable evidence while retaining the richer information on which their decisions depend. We present \textbf{CoLMbo-SV}, a speaker langua...

Massa Baali, Sarthak Bisht, Zi-Yue Qiu et al. · 0 citations

#natural language process... Preprint Sep 2026

FA-Bench: A Benchmark for Word-Level and Phone-Level Forced-Alignment and ASR Timestamps Under Clean and Noisy Conditions

Forced alignment aligns speech audio with a text transcript to generate word and phone timestamps. Published comparisons normalize transcripts, split the data and match boundaries differently, so their numbers cannot be read together. We present FA-Bench, an open framework that fixes those choices once and releases the...

Wei Chu, Yuan-Zhe Dong, Ke Tan et al. · 0 citations