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# SPARE: Single-Pass Annotation with Reference-Guided Evaluation for Automatic Process Supervision and Reward Modelling
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- [ ![ Arxiv] ( https://img.shields.io/badge/Arxiv-YYMM.NNNNN -red?style=flat-square&logo=arxiv&logoColor=white )] ( https://arxiv.org/abs/2506.15498 )
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+ [ ![ Arxiv] ( https://img.shields.io/badge/Arxiv-2506.15498 -red?style=flat-square&logo=arxiv&logoColor=white )] ( https://arxiv.org/abs/2506.15498 )
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[ ![ Hugging Face Model] ( https://img.shields.io/badge/HuggingFace-Model-yellow )] ( https://huggingface.co/UKPLab/Llama-3-8b-spare-prm-math )
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[ ![ License] ( https://img.shields.io/badge/License-Apache_2.0-blue.svg )] ( https://www.apache.org/licenses/LICENSE-2.0 )
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[ ![ Python Versions] ( https://img.shields.io/badge/Python-3.10-blue.svg?style=flat&logo=python&logoColor=white )] ( https://www.python.org/ )
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