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# Teuken7B QLoRA – Grounding Act Classification
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This model is a fine-tuned version of
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## How to
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```python
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from transformers import AutoModelForSequenceClassification, AutoTokenizer
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# Teuken7B QLoRA – Grounding Act Classification
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This model is a fine-tuned version of [openGPT-X/Teuken-7B-instruct-research-v0.4](https://huggingface.co/openGPT-X/Teuken-7B-instruct-research-v0.4) optimized using QLoRA for efficient binary classification of German dialogue utterances into:
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- **advance**: Contribution that moves the dialogue forward (e.g. confirmations, follow-ups, elaborations)
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- **non_advance**: Other utterances (e.g. vague responses, misunderstandings, irrelevant comments)
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## Use Cases
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- Dialogue system analysis
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- Teacher-student interaction classification
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- Grounding in institutional advising or classroom discourse
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## How to Use:
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```python
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from transformers import AutoModelForSequenceClassification, AutoTokenizer
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