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+ ---
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+ license: mit
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+ language:
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+ - en
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+ metrics:
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+ - f1
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+ - accuracy
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+ base_model:
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+ - google-t5/t5-base
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+ library_name: transformers
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+ ---
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+ # Computational Analysis of Communicative Acts for Understanding Crisis News Comment Discourses
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+
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+ The official trained models for **"Computational Analysis of Communicative Acts for Understanding Crisis News Comment Discourses"**.
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+
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+ This model is based on **T5-base** and uses the **Compacter** ([Compacter: Efficient Low-Rank Adaptation for Transformer Models](https://arxiv.org/abs/2106.04647)) architecture. It has been fine-tuned on our **crisis narratives dataset**.
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+
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+ ---
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+
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+ ### Model Information
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+
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+ - **Architecture:** T5-base with Compacter
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+ - **Task:** Single-label classification for communicative act actions
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+ - **Classes:**
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+ - `informing statement`
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+ - `challenge`
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+ - `rejection`
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+ - `appreciation`
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+ - `request`
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+ - `question`
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+ - `acceptance`
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+ - `apology`
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+ - `evaluation`
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+ - `proposal`
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+ - `denial`
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+ - `admission`
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+
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+ ---
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+
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+ ### How to Use the Model
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+
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+ To use this model, you will need the original code from our paper, available here:
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+ [Acts in Crisis Narratives - GitHub Repository](https://github.com/Aalto-CRAI-CIS/Acts-in-crisis-narratives/tree/main/few_shot_learning/AdapterModel)
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+
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+ #### Steps to Load and Use the Fine-Tuned Model:
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+
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+ 1. Add your test task method to `seq2seq/data/task.py`, similar to other task methods.
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+ 2. Modify `adapter_inference.sh` to include your test task's information and this model's name, and then run it.
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+
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+ ```bash
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+ --model_name_or_path CrisisNarratives/adapter-13classes-single_label
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+ ```
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+
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+ For detailed instructions, refer to the GitHub repository linked above.
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+
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+ ---
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+
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+ ### Citation
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+
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+ If you use this model in your work, please cite:
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+
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+ ##### TO BE ADDED.
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+
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+ ### Questions or Feedback?
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+
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+ For questions or feedback, please reach out via our [contact form](mailto:[email protected]).
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+