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LICENSE ADDED
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+ MIT License
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+
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+ Copyright (c) 2024 ha3ci-lab
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+
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+ Permission is hereby granted, free of charge, to any person obtaining a copy
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+ of this software and associated documentation files (the "Software"), to deal
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+ in the Software without restriction, including without limitation the rights
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+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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+ copies of the Software, and to permit persons to whom the Software is
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+ furnished to do so, subject to the following conditions:
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+
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+ The above copyright notice and this permission notice shall be included in all
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+ copies or substantial portions of the Software.
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+
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+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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+ SOFTWARE.
README.md CHANGED
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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language:
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+ - en
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+ - zh
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+ - de
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+ - ja
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+ license: mit
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+ base_model:
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+ - openai/whisper-large-v3
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+ - Qwen/Qwen3-8B
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+ tags:
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+ - speech-translation
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+ - simultaneous-translation
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+ - streaming
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+ - fairseq
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+ - peft
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+ ---
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+
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+ # SimulSense
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+
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+ Speech-to-text translation from English speech to **Chinese, German, or Japanese text**.
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+
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+ This release contains one **SimulSense** unit detector and three translation models. It accompanies the [paper on IEEE Xplore](https://ieeexplore.ieee.org/document/11732033). Speech synthesis and reinforcement learning models are outside the scope of this release.
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+
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+ ## Files
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+
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+ | Directory | Contents |
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+ | --- | --- |
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+ | `SimulSense/` | Shared unit detector, configuration, and Whisper decoder adapter |
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+ | `translation/en-zh/` | English → Chinese speech-to-text projection and Qwen adapter |
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+ | `translation/en-de/` | English → German speech-to-text projection and Qwen adapter |
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+ | `translation/en-ja/` | English → Japanese speech-to-text projection and Qwen adapter |
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+ | `simulsense-st-source.tar.gz` | Matching source distribution, dependency lockfile, instructions, and licenses |
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+
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+ `WEIGHTS_MANIFEST.json` records file sizes and SHA-256 checksums. `WEIGHTS_VALIDATION.json` records parameter/copy equality checks performed during export. Translation checkpoint selection labels in that report identify local checkpoints; they are not benchmark results.
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+
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+ ## Use
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+
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+ Download and extract the source archive, then follow its README:
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+
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+ ```bash
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+ hf download tan-ht/SimulSense simulsense-st-source.tar.gz --local-dir .
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+ tar -xzf simulsense-st-source.tar.gz
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+ cd simulsense-st
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+ uv sync --frozen
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+ uv run python scripts/download_models.py --target all
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+ uv run python scripts/run.py evaluate \
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+ --target zh \
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+ --checkpoint checkpoints/translation/en-zh \
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+ --detector checkpoints/SimulSense \
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+ --source /path/to/source.txt --reference /path/to/target.txt \
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+ --output outputs/en-zh --device 0 --chunk-ms 2000 --threshold 1.0
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+ ```
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+
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+ `source.txt` contains one absolute mono 16 kHz WAV path per line, and `target.txt` contains the matching reference translations. Use the bundled streaming command for long continuous recordings. The source README also documents training and fixed/wait-k/VAD baselines.
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+
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+ These custom Fairseq + PEFT checkpoints require the provided source. They cannot be loaded directly with `transformers.pipeline`. The frozen [Whisper large-v3](https://huggingface.co/openai/whisper-large-v3) and [Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B) backbones are downloaded separately. Linux, Python 3.10, and a CUDA GPU are required by the documented execution recipe. Exact GPU memory requirements have not been measured for this release.
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+
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+ ## Export details and limitations
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+
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+ The detector is shared across the three target languages. Its original expert tensor dimensions are preserved; the public interfaces accept English source speech only. Detector decoder adapter files are included for compatibility with the original model; the simultaneous ST policy uses the unit detector and frozen Whisper encoder.
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+
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+ Optimizer state, training metrics, and private filesystem paths are removed from the exported `.pt` metadata. Saved inference tensors are preserved, and copied adapters are byte-identical to the source checkpoints. These are inference exports, not resumable training snapshots. Load PyTorch checkpoints only from trusted sources.
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+
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+ Full GPU evaluation and replication of paper tables have not been performed as part of release preparation. The models can produce inaccurate or hallucinated translations; quality and latency depend on input conditions, decoding configuration, thresholds, and hardware. Training data and unit annotations are not bundled.
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+
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+ ## License
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+
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+ Project-authored code and additions retain the repository's MIT license. Base models and adapted code retain their upstream licenses, including Apache-2.0 for the two Hugging Face base models. See `LICENSE`, `THIRD_PARTY_NOTICES.md`, and `licenses/`. The project license does not replace upstream notices.
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+
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+ ## Citation
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+
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+ Please cite the [associated paper](https://ieeexplore.ieee.org/document/11732033). Use the publisher-provided citation available from the paper page.
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+ # Third-party notices
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+
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+ The root MIT license covers project-authored code. It does not replace licenses on vendored or derived files.
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+
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+ | Component | Origin | License retained in this distribution |
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+ | --- | --- | --- |
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+ | Fairseq (locally modified) | https://github.com/facebookresearch/fairseq | `fairseq/LICENSE` (MIT); nested components keep their own notices |
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+ | SimulEval (locally modified) | https://github.com/facebookresearch/SimulEval | `SimulEval/LICENSE` (CC BY-SA 4.0; preserve per-file notices) |
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+ | SimulStream (locally modified) | https://github.com/hlt-mt/simulstream | `simulstream/LICENSE` (Apache-2.0) |
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+ | Qwen3 model implementation | Hugging Face Transformers / Qwen | `licenses/transformers-APACHE-2.0.txt` and headers in `main_scripts/models/modeling_qwen3.py` |
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+ | Whisper model implementation | Hugging Face Transformers / OpenAI | `licenses/transformers-APACHE-2.0.txt` and headers in `main_scripts/models/modeling_whisper.py` |
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+
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+ The two adapted Transformers files include local changes and retain their upstream copyright headers. Fairseq-derived dataset/training files retain their original headers. The bundled toolkit code is a snapshot of the research checkout; an exact upstream commit is not asserted where provenance was not recorded.
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+
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+ Base models are downloaded separately: [Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B) and [Whisper large-v3](https://huggingface.co/openai/whisper-large-v3) are distributed by their respective publishers under Apache-2.0. Base-model terms and notices continue to apply to the derived adapters. No training or evaluation datasets are distributed here.
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+ Copyright 2018- The Hugging Face team. All rights reserved.
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