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README.md

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+---
+license: apache-2.0
+library_name: transformers
+pipeline_tag: text-generation
+---
+
+# GRACE: Discriminator-Guided Chain-of-Thought Reasoning
+
+This repository contains a fine-tuned FLAN-T5 model as presented in the paper [GRACE: Discriminator-Guided Chain-of-Thought Reasoning](https://huggingface.co/papers/2305.14934).
+
+## Model Description
+GRACE (Guiding chain-of-thought ReAsoning with a CorrectnEss Discriminator) is a stepwise decoding approach that steers the decoding process towards producing correct reasoning steps. It employs a step-level verifier or discriminator trained with a contrastive loss over correct and incorrect steps, which is used during decoding to score next-step candidates based on their correctness. This specific checkpoint serves as the generator model fine-tuned for reasoning tasks.
+
+- **Repository:** https://github.com/mukhal/grace
+- **Paper:** [GRACE: Discriminator-Guided Chain-of-Thought Reasoning](https://huggingface.co/papers/2305.14934)
+
+## Citation
+If you use this model or code, please consider citing the following paper:
+```bibtex
+@article{khalifa2023grace,
+  title={Grace: Discriminator-guided chain-of-thought reasoning},
+  author={Khalifa, Muhammad and Logeswaran, Lajanugen and Lee, Moontae and Lee, Honglak and Wang, Lu},
+  journal={arXiv preprint arXiv:2305.14934},
+  year={2023}
+}
+```