Ml Superb2 Mms Ctc Transformer 24 Refined

--- tags: - espnet - audio - automatic-speech-recognition language: multilingual datasets: - ml_superb2 license: cc-by-4.0 --- ## ESPnet2 ASR model ### `shun3232/ml-superb2-mms-ctc-transformer-24-refined` This model was trained by Shunsuke Mitsumori using ml_superb2 recipe in [espnet](https://github.com/espnet/espnet/). ### Demo: How to use in ESPnet2 Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html) if you haven't done that already. ```bash cd espnet git checkout e3b628d041733d5155f2d04d1acc76ff1faa8596 pip install -e . cd egs2/ml_superb2/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model shun3232/ml-superb2-mms-ctc-transformer-24-refined ``` <!-- Generated by scripts/utils/show_asr_result.sh --> # RESULTS ## Environments - date: `Wed Jul 8 02:35:02 UTC 2026` - python version: `3.10.14 (tags/v3.10.14-25-ge98930d7387-dirty:e98930d7387, May 24 2024, 23:30:09) [GCC 13.2.0]` - espnet2 version: `espnet2 202604` - pytorch version: `pytorch 2.9.1+cu126` - Git hash: `e3b628d041733d5155f2d04d1acc76ff1faa8596` - Commit date: `Mon Jun 29 01:45:48 2026 +0900` ## exp/asr_mms_ctc_transformer_lr1e-4_refined_b8a4_i20k_gpu1 ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_asr_model_valid.loss.ave_2best/dev_dialect|7095|78862|35.9|57.7|6.4|7.6|71.7|99.5| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_asr_model_valid.loss.ave_2best/dev_dialect|7095|457230|78.2|11.2|10.6|3.6|25.3|99.5| ### TER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| ## exp/asr_mms_ctc_transformer_lr1e-4_refined_b8a4_i20k_gpu1/decode_asr_asr_model_valid.loss.ave_2best ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |org/dev|23609|234661|49.5|44.0|6.6|4.7|55.3|93.3| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |org/dev|23609|1495981|86.7|7.1|6.2|2.9|16.2|93.3| ### TER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| ## ASR config <details><summary>expand</summary> ``` config: conf/tuning/train_mms_ctc_transformer_lr1e-4.yaml print_config: false log_level: INFO drop_last_iter: false dry_run: false iterator_type: sequence valid_iterator_type: null outp...