VERSA

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Explore projects and research using VERSA.

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    Category Title / Project Venue / Year How VERSA Was Used Reference
    Toolkits ESPnet (TTS recipes) Toolkit docs “TTS eval using VERSA” section in official docs ESPnet TTS Docs
    ESPnet-Codec SLT2024 Released together with VERSA for codec evaluation Paper PDF · GitHub
    ESPnet-SpeechLM NAACL2025 Tables report results from VERSA evaluations Report PDF
    ESPnet-SDS: Unified toolkit and demo for spoken dialogue systems NAACL2025 Using VERSA for speech synthesis evaluation Paper PDF
    Papers TITW: Text-To-Speech in the Wild Interspeech2025 Used VERSA for MCD, UTMOS, DNSMOS, WER Paper PDF
    TTSDS2: Benchmark for Human-Quality TTS SSW2025 “We use the VERSA toolkit for all compared objective metrics” Paper PDF
    Scaling Zero-Shot TTS with Speaker-Agnostic Training OpenReview 2025 “We use VERSA … to calculate each metric” OpenReview
    Multi-stage Speech-Prompted Singing Voice Conversion Interspeech2025 Objective evals via VERSA (CER, speaker sim., etc.) Paper PDF
    Uni-VERSA: Versatile Speech Assessment with a Unified Network Interspeech2025 Using VERSA to create data Paper PDF
    Preference alignment improves language model-based TTS ICASSP 2025 Using VERSA to construct preference pairs Paper PDF
    Discrete Audio Tokens: More Than a Survey! JMLR (2025) Using VERSA for codec reconstruction evaluation Paper PDF
    Chain-of-Thought Training for Open E2E Spoken Dialogue Systems Interspeech2025 Using VERSA for speech synthesis evalaution Paper PDF
    MIKU-PAL: An Automated and Standardized Multi-Modal Method for Speech Paralinguistic and Affect Labeling Interspeech2025 Using VERSA for expressive speech synthesis evaluation Paper PDF
    Scalable Spontaneous Speech Dataset (SSSD): Crowdsourcing Data Collection to Promote Dialogue Research Interspeech2025 Using VERSA to analyze data quality and statistics Paper PDF
    OpusLM: A Family of Open Unified Speech Language Models Interspeech2025 Using VERSA for speech synthesis evaluation Paper PDF
    Benchmarks / Challenges Uni-VERSA Benchmark Interspeech2025 Annotated dataset using VERSA (default config) Paper PDF
    URGENT Challenge 2026 ICASSP 2026 Track 2 rules: evaluation derivatives over VERSA URGENT Rules
    CHiME-9 Challenge ChiME 2025 Task 2 rules reference VERSA-style evaluation pipeline CHiME-9 Rules
    LRAC Challenge ICASSP 2026 Rules build on VERSA metrics for low-resource audio codec evaluation LRAC Challenge
    SVCC Challenge 2025/26 Expected adoption of VERSA for objective eval (not yet official announced) SVCC Site