Papers › VERSA: A Versatile Evaluation Toolkit for Speech, Audio, and Music

VERSA: A Versatile Evaluation Toolkit for Speech, Audio, and Music

23 Dec 2024arXiv:2412.17667links table onlyarchive 2025-07-28

Jiatong Shi, Hye-jin Shim, Jinchuan Tian, Siddhant Arora, Haibin Wu, Darius Petermann, Jia Qi Yip, You Zhang, Yuxun Tang, Wangyou Zhang, Dareen Safar Alharthi, Yichen Huang, Koichi Saito, Jionghao Han, Yiwen Zhao, Chris Donahue, Shinji Watanabe

The archive published only this paper's code-link row. Authors, date and abstract are from arXiv's metadata (CC0), read from the Kaggle arXiv metadata snapshot of 2026-09-12 where its title matched the archive's; the title is the archive's.

In this work, we introduce VERSA, a unified and standardized evaluation toolkit designed for various speech, audio, and music signals. The toolkit features a Pythonic interface with flexible configuration and dependency control, making it user-friendly and efficient. With full installation, VERSA offers 65 metrics with 729 metric variations based on different configurations. These metrics encompass evaluations utilizing diverse external resources, including matching and non-matching reference audio, text transcriptions, and text captions. As a lightweight yet comprehensive toolkit, VERSA is versatile to support the evaluation of a wide range of downstream scenarios. To demonstrate its capabilities, this work highlights example use cases for VERSA, including audio coding, speech synthesis, speech enhancement, singing synthesis, and music generation. The toolkit is available at https://github.com/wavlab-speech/versa.

PaperPDFCodeCode Syntology ran

In Syntology Open this paper in Syntology's Atlas, the map of the papers in Syntology's graph and their citations.

For agents, Syntology's MCP tool lists every function and class Syntology harvested from this paper and whether it ran (how to connect): get_harvested_code_for_paper(arxiv_id="2412.17667")

Code

Syntology Ran 0 of 9 code samples harvested from 1 repository linked to this paper; 9 have no recorded run.

By repository: official repository: 9 samples from 1 repository, 0 ran. The run record, sample by sample. “Ran” means executed on a synthesized input, not that the code is correct or reproduces the paper.

shinjiwlab/versa officialmentioned in papermentioned on GitHubpytorchApache-2.0 report
wavlab-speech/versa officialmentioned in papermentioned on GitHubpytorchApache-2.0 report

Repository list and official/mentioned flags are the archive's, frozen 2025-07-28. Reachability, where shown, is from one Syntology probe window (2026-09-16 to 2026-09-18); repositories not probed show nothing. GitHub stars are not tracked.

Code Syntology ran Syntology

9 samples harvested; 0 ran; 0 honoured the contract we drafted; 9 have no recorded run. Read from Syntology's graph 2026-09-24; that is when this build read the record, not when the samples ran.

9unverified

Licence: 0 of the 9 samples are pointer only, meaning Syntology does not serve that copy's text. This page shows no code text for any sample; each one links to its file in the repository.

Harvested from shinjiwlab/versa. “Ran” means the sample executed on a synthesized input. It does not mean the output is correct, and nothing here reproduces the paper's results. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code.

Each sample ends with its code_sha256, Syntology's identity for that exact code. An agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

Repository labels, per sample. official repository: The archive marks this repository official for the paper. named in the paper: The archive records that the paper mentions this repository; it is not marked official. community (archive-listed): In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper. found in paper text by Syntology: Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted. community: Not in the archive's code links for this paper; a community repository Syntology harvested. Samples from a repository marked official are listed first. Licence labels name the repository's licence as recorded at harvest. “Pointer only” means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence label for the reason. File links open the file on GitHub at the default branch, which may have changed since the harvest.

clap_score_setup shinjiwlab/versa/versa/corpus_metrics/clap_score.py official repository unverified Apache-2.0 (permissive) · 32cf51053a658a30 · report
configure_huggingface_cache shinjiwlab/versa/versa/huggingface_cache.py official repository unverified Apache-2.0 (permissive) · de3889319ca5781b · report
configure_metric_cache_dirs shinjiwlab/versa/versa/scorer_shared.py official repository unverified Apache-2.0 (permissive) · 872a9c1646a41b23 · report
espnet_wer_setup shinjiwlab/versa/versa/corpus_metrics/espnet_wer.py official repository unverified Apache-2.0 (permissive) · 0c9a871210ca3944 · report
get_hf_cache_dir shinjiwlab/versa/versa/huggingface_cache.py official repository unverified Apache-2.0 (permissive) · 57457986d497f352 · report
load_metric_symbol shinjiwlab/versa/versa/metric_registry.py official repository unverified Apache-2.0 (permissive) · eaa5e87b8b601541 · report
load_metric_symbols shinjiwlab/versa/versa/metric_registry.py official repository unverified Apache-2.0 (permissive) · 61f7a391270c67fe · report
model_snapshot_has_file shinjiwlab/versa/versa/huggingface_cache.py official repository unverified Apache-2.0 (permissive) · b9f51a2672f708c7 · report
resample_audio shinjiwlab/versa/versa/audio_utils.py official repository unverified Apache-2.0 (permissive) · 0e28ba1be918cb2d · report

Results from the paper archive 2025-07-28

No leaderboard rows for this paper in the archive.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections