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## π Project Tree
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```
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WSChuan-ASR
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βββ paraformer_large_chuan/
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β βββ config.yaml
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β βββ model.pt
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β βββ infer.py
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β
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βββ Qwen2.5-omni3B/
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β βββ bpe.model
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β βββ lang_char.txt
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β βββ train.yaml
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β βββ u2pp_conformer_yue.pt
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β
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βββ .gitattributes
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βββ README.md
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```
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## ASR Leaderboard
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| Model | Model Size | WSC-Eval-ASR - Easy | WSC-Eval-ASR - Hard | WSC-Eval-ASR - Total | Magicdata - Conversation | Magicdata - Daily-Use | Avg. |
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| --- | --- | --- | --- | --- | --- | --- | --- |
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| **with LLM** | | | | | | | |
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| Kimi-Audio<sup></sup> | 7B | 16.65 | 28.66 | 17.66 | 24.67 | **5.77** | 18.68 |
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| FireRedASR-LLM<sup></sup> | 8.3B | 12.80 | 25.27 | 14.40 | 17.68 | 6.69 | 15.37 |
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| Qwen2.5-omni<sup></sup> | 3B | 16.94 | 26.01 | 18.20 | 20.40 | 6.32 | 17.69 |
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| Qwen2.5-omni-WSC-Finetuneβ | 3B | 14.36 | 24.14 | 15.61 | 18.45 | 6.15 | 15.74 |
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| <span style="background-color: #d4edda; padding: 0 2px;">Qwen2.5-omni+internal dataβ</span> | 3B | 13.17 | 23.36 | 14.81 | 18.50 | 5.88 | 15.14 |
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| <span style="background-color: #d4edda; padding: 0 2px;">Qwen2.5-omni-WSC-Finetune + internal dataβ</span> | 3B | 12.93 | 23.19 | 14.25 | 17.95 | <u>5.89</u> | 14.84 |
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| **without LLM** | | | | | | | |
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| SenseVoice-small<sup></sup> | 234M | 17.43 | 28.38 | 18.39 | 23.50 | 8.77 | 19.29 |
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| Whisper<sup></sup> | 244M | 52.06 | 63.99 | 53.59 | 55.88 | 52.03 | 55.51 |
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| FireRedASR-AED<sup></sup> | 1.1B | 13.29 | 23.64 | 14.62 | 17.84 | 6.69 | 15.14 |
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| Paraformer<sup></sup> | 220M | 14.34 | 24.61 | 15.66 | 19.81 | 8.16 | 16.52 |
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| Paraformer-WSC-Finetuneβ | 220M | 12.15 | 22.60 | 13.51 | 16.60 | 8.02 | 14.58 |
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| <span style="background-color: #d4edda; padding: 0 2px;">Paraformer + internal dataβ</span> | 220M | <u>11.93</u> | <u>21.82</u> | <u>13.14</u> | <u>15.61</u> | 6.77 | <u>13.85</u> |
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| <span style="background-color: #d4edda; padding: 0 2px;">Paraformer-WSC-Finetune + internal data</span>β | 220M | **11.59** | **21.59** | **12.87** | **14.59** | 6.28 | **13.38** |
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## ASR Inference
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### Paraformer_large_Chuan
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```
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export CUDA_VISIBLE_DEVICES=7
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root_dir=./test_data
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test_sets=("WSC-Eval-ASR" "WSC-Eval-ASR-Hard" "WSC-Eval-ASR-Easy")
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model_dir=./model_dir
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out_rootdir=./results
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mkdir -p $out_rootdir
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python infer.py \
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--model $model_dir \
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--wav_scp_file $root_dir/$test_data/wav.scp \
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--output_dir $out_rootdir/debug \
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--device "cuda" \
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--output_file $out_dir/hyp.txt
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```
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---
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