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# DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge Graphs
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<!-- Provide a quick summary of what the model is/does. -->
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This model is a fine-tuned semantic parsing LLM agent for KGQA.
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# DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge Graphs
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## Model Information
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<!-- Provide a quick summary of what the model is/does. -->
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This model is a fine-tuned semantic parsing LLM agent for KGQA.
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We fine-tune the mistral-7B on our curated reasoning trajectory https://huggingface.co/datasets/UKPLab/dara.
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## Model Usage
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```python
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from transformers import AutoModelForCausalLM
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model = AutoModelForCausalLM.from_pretrained(
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"UKPLab/dara-mistral-7b",
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torch_dtype=torch.float16,
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device_map="auto",
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cache_dir = "cache"
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)
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```
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For more information, please check the repository https://github.com/UKPLab/acl2024-DARA
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## Hyperparameters
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- Learning rate: 2e-6
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- Batch size: 4
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- Training epochs: 10
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