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README.md
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license: mit
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---
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license: mit
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datasets:
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- openslr/librispeech_asr
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language:
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- en
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pipeline_tag: automatic-speech-recognition
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---
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<hr>
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<div align="center" style="line-height: 1;">
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<a href="https://github.com/augustgw/early-exit-transformer" target="_blank" style="margin: 2px;">
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<img alt="GitHub" src="https://img.shields.io/badge/GitHub-Splitformer-181717?logo=github&logoColor=white" style="display: inline-block; vertical-align: middle;"/>
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</a>
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<a href="LICENSE" style="margin: 2px;">
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<img alt="License" src="https://img.shields.io/badge/License-MIT-f5de53?&color=f5de53" style="display: inline-block; vertical-align: middle;"/>
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</a>
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<a href="https://arxiv.org/abs/2501.12948" target="_blank" style="margin: 2px;">
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<img alt="arXiv" src="https://img.shields.io/badge/arXiv-2501.12948-b31b1b?logo=arxiv&logoColor=white" style="display: inline-block; vertical-align: middle;"/>
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</a>
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</div>
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---
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# SplitFormer
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## Overview
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Splitformer is a Conformer-based ASR model (36.7M parameters) trained from scratch on 1000 hours of the LibriSpeech dataset with an early‐exit objective.
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This architecture introduces parallel downsampling layers before the first and last exits to improve performance with minimal extra overhead, while retaining inference speed.
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Our code is available on our [GitHub](https://github.com/augustgw/early-exit-transformer) repository.
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