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--- |
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base_model: unsloth/mistral-7b-instruct-v0.3-bnb-4bit |
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library_name: transformers |
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license: apache-2.0 |
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pipeline_tag: text-generation |
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tags: |
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- bias-detection |
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- logical-fallacy |
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- critical-thinking |
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- rationality |
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- unsloth |
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language: |
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- en |
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--- |
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# Model Card for Model ID |
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This is a fine-tuned model specifically dedicated to the identification of sophism and cognitive bias |
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His performance for now is 85%-100% in detecting sophism , and 85%-100% for detectiong cognitive bias |
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It was trained with a custom dataset of 14k lines |
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## Model Details |
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### Model Description |
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<!-- Provide a longer summary of what this model is. --> |
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- **Developed by:** Arthur Vigier |
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- **Model type:** Qlora |
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- **Language(s) (NLP):** English |
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- **License:** Apache 2.0 |
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- **Finetuned from model :** mistral-7b-instruct-v0.3-bnb-4bit |
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## Uses |
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It is dedicated to be used by anyone that want to judge public discourse based on the fundational basis of there language and the solidity |
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of it. Using for education and increasing critical thinking is also a good way to use this tool |
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### API |
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PUBLIC API COMING SOON |
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### Performance chart |
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### Sophism |
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[<img src="https://imgur.com/Vby0Ocq.png" width="500"/>] |
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### Cognitive Bias |
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[<img src="https://imgur.com/RbGxSyN.png" width="500"/>] |
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### Direct Use |
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from transformers import pipeline |
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messages = [ |
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{"role": "user", "content": "All birds can fly. Penguins are birds. Therefore, penguins can fly"}, |
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] |
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pipe = pipeline("text-generation", model="Artvv/rationality-debugger-v1.0") |
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pipe(messages) |
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### Out-of-Scope Use |
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It is not intended to harass anyone or being rude |
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## Bias, Risks, and Limitations |
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<!-- This section is meant to convey both technical and sociotechnical limitations. --> |
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[More Information Needed] |
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### Recommendations |
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He is very efficient to the most common sophism and cognitive bias but for some more niche like bias frequency illusion he can be less efficient. |
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He is mainly dedicated to detect sophism and cognitive bias , he can detect valid reasoning but it is not his main purpose |
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## Model Card Contact |
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mail : arvigier@gmail.com |
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### Framework versions |
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- PEFT 0.14.0 |
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[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth) |
