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evalstate merged 1 commit into from
Dec 11, 2025
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add multimodal support to skills blog #3231

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6 changes: 6 additions & 0 deletions hf-skills-training.md
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Expand Up @@ -128,6 +128,9 @@ The coding agent analyzes your request and prepares a training configuration. Fo
>[!NOTE]
> The `open-r1/codeforces-cots` dataset is a dataset of codeforces problems and solutions. It is a good dataset for instruction tuning a model to solve hard coding problems.

>[!NOTE]
> This works for vision language models too! You can simply run "Fine-tune Qwen/Qwen3-VL-2B-Instruct on llava-instruct-mix"

### Review Before Submitting

Before your coding agent submits anything, you'll see the configuration:
Expand Down Expand Up @@ -226,6 +229,9 @@ The dataset has 'chosen' and 'rejected' columns.
> [!WARNING]
> DPO is sensitive to dataset format. It requires columns named exactly `chosen` and `rejected`, or a `prompt` column with the input. The agent validates this first and shows you how to map columns if your dataset uses different names.

> [!NOTE]
> You can run DPO using Skills on vision language models too! Try it out with [openbmb/RLAIF-V-Dataset](http://hf.co/datasets/openbmb/RLAIF-V-Dataset). Claude will apply minor modifications but will succeed in training.

### Group Relative Policy Optimization (GRPO)

GRPO is a reinforcement learning task that is proven to be effective on verifiable tasks like solving math problems, writing code, or any task with a programmatic success criterion.
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