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--- |
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license: llama2 |
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datasets: |
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- hlab/SocialiteInstructions |
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language: |
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- en |
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library_name: transformers |
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--- |
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# Socialite-Llama Model Card |
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## Model Details |
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**Model Type** : Socialite-Llama is an open-source, instruction tuned Llama2 7B on [SocialiteInstructions](https://huggingface.co/datasets/hlab/SocialiteInstructions). On a suite of 20 social science tasks, Socialite-Llama improves upon the performance of Llama as well as matches or improves upon the performance of a state-of-the-art, multi-task finetuned model on a majority of them. Further, Socialite-Llama also leads to improvement on 5 out of 6 related social tasks as compared to Llama, suggesting instruction tuning can lead to generalized social understanding. |
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**Model date**: Socialite-Llama was trained on October, 2023. |
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**Paper Details**: [https://arxiv.org/abs/2402.01980] |
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**Github**: [https://github.com/humanlab/socialitellama] |
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## License |
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Llama 2 is licensed under the LLAMA 2 Community License, Copyright (c) Meta Platforms, Inc. All Rights Reserved. |
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## Training Dataset |
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* 108k datapoints of <Instruction, Input, Output> triplets |
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* 20 diverse datasets covering a broad range of social scientific tasks |
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## Evaluation Dataset |
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* 20 tasks which the model has seen during training |
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* 6 related social tasks which the model has not seen during its training |
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## Intended Use |
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The primary intended use of Socialite Llama is research on Computation Social Science and Cultural Analytics. |
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## Citation Information |
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``` |
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@inproceedings{ |
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dey-etal-2024-socialite, |
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title={{SOCIALITE}-{LLAMA}: An Instruction-Tuned Model for Social Scientific Tasks}, |
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author={Dey, Gourab and V Ganesan, Adithya and Lal, Yash Kumar and Shah, Manal and Sinha, Shreyashee and Matero, Matthew and Giorgi, Salvatore and Kulkarni, Vivek and Schwartz, H. Andrew}, |
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address = "St. Julian’s, Malta", |
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booktitle={18th Conference of the European Chapter of the Association for Computational Linguistics}, |
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year={2024}, |
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publisher = {Association for Computational Linguistics} |
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} |
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``` |
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