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@qgallouedec qgallouedec commented Oct 5, 2024

What does this PR do?

Part of #2071

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  • This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case).
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@qgallouedec qgallouedec marked this pull request as ready for review October 11, 2024 11:49
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@lewtun lewtun left a comment

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Nice refactor! LGTM 🔥

@@ -2,107 +2,128 @@

[![](https://img.shields.io/badge/All_models-ORPO-blue)](https://huggingface.co/models?other=orpo,trl)

[Odds Ratio Preference Optimization](https://huggingface.co/papers/2403.07691) (ORPO) by Jiwoo Hong, Noah Lee, and James Thorne studies the crucial role of SFT within the context of preference alignment. Using preference data the method posits that a minor penalty for the disfavored generation together with a strong adaption signal to the chosen response via a simple log odds ratio term appended to the NLL loss is sufficient for preference-aligned SFT.
## Overview
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Yay!

@qgallouedec qgallouedec merged commit d0aa421 into main Oct 11, 2024
9 of 10 checks passed
@qgallouedec qgallouedec deleted the orpo-conversational branch October 11, 2024 15:08
yxliu-TAMU pushed a commit to mincheolseong/ECEN743-GRPO-Project-Proposal that referenced this pull request Apr 20, 2025
* default learning rate

* update trainer

* update test

* update script

* update dataset format

* add line in dpo doc

* update orpo doc

* refine implicit/explicit

* update demo chat
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4 participants