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Benchmarking Speech-to-Speech Translation Models

cs.CL · 2026-06-02 · unverdicted · novelty 6.0

COMPASS is a new reproducible benchmarking framework for S2ST that deploys 46 metrics on 1248 configurations, shows single-metric rankings mislead, reduces to 10 metrics per direction, and finds domain-specific metrics better match human judgments than standalone MOS predictors.

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  • Benchmarking Speech-to-Speech Translation Models cs.CL · 2026-06-02 · unverdicted · none · ref 32

    COMPASS is a new reproducible benchmarking framework for S2ST that deploys 46 metrics on 1248 configurations, shows single-metric rankings mislead, reduces to 10 metrics per direction, and finds domain-specific metrics better match human judgments than standalone MOS predictors.