| --- |
| license: apache-2.0 |
| library_name: pytorch |
| tags: |
| - audio |
| - speech |
| - frozen-llm |
| - prealignslm |
| --- |
| |
| # Audio-align 1.5B Branch Checkpoint |
|
|
| This repository stores the non-main-LLM branches for the PreAlignSLM 1.5B |
| checkpoint `phase2_3_chat_step5000`. The Qwen2.5-1.5B-Instruct backbone was frozen |
| throughout training and is intentionally not included. |
|
|
| ## Files |
|
|
| | File | Contents | |
| | --- | --- | |
| | `semantic_branch.safetensors` | SenseVoice semantic branch, CTC layer, TASU projector, semantic projector | |
| | `acoustic_branch.safetensors` | ArCap acoustic branch and acoustic recognition projector | |
| | `router.safetensors` | BERT-small instruction router | |
| | `manifest.json` | Export metadata, tensor counts, SHA256 checksums | |
| | `config/` | Training and base config snapshots | |
|
|
| Total exported parameters: `1,795,187,472`. |
|
|
| ## Loading |
|
|
| Instantiate the matching PreAlignSLM architecture from this codebase, load the |
| frozen Qwen2.5-1.5B-Instruct backbone separately, then merge the branch files: |
|
|
| ```python |
| from safetensors.torch import load_file |
| |
| state = {} |
| for filename in [ |
| "semantic_branch.safetensors", |
| "acoustic_branch.safetensors", |
| "router.safetensors", |
| ]: |
| state.update(load_file(filename, device="cpu")) |
| |
| missing, unexpected = model.load_state_dict(state, strict=False) |
| assert not unexpected |
| ``` |
|
|
| `module.llm.*` keys are expected to be missing from these files because the |
| main LLM is loaded from its original Qwen checkpoint. |
|
|
| ## Reported Metrics |
|
|
| Best open-ended 1.5B checkpoint (`phase2_3_chat/model-5000.pt`): |
|
|
| | Metric | Result | |
| | --- | --- | |
| | ASR test-clean / test-other / combined WER | 3.50% / 7.22% / 5.36% | |
| | AIR-Bench Chat overall, Qwen3.5-27B judge | 2.365 / 10 | |
| | VoiceBench direct alpacaeval / commoneval / wildvoice | 1.62 / 1.61 / 1.33 | |
| | VoiceBench direct sd-qa | 21.8% | |
| | VoiceBench frozen-LLM agent alpacaeval / commoneval / wildvoice | 2.414 / 2.346 / 1.978 | |
| | VoiceBench frozen-LLM agent sd-qa | 28.9% | |
|
|