GODEL
TalkToModel
| GODEL | TalkToModel | |
|---|---|---|
| 5 | 1 | |
| 835 | 102 | |
| 0.5% | - | |
| 3.4 | 2.9 | |
| 5 months ago | 9 months ago | |
| Python | Python | |
| MIT License | MIT License |
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GODEL
- Microsoft: Large-scale pretrained models for goal-directed dialog
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Fine-tuning on Sales data?
I would use something like GODEL for something like this. https://github.com/microsoft/GODEL
- Godel: Large-Scale Pre-Training for Goal-Directed Dialog
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Microsoft AI Researchers Open-Source 'GODEL': A Large Scale Pre-Trained Language Model For Dialog
Go to the github page here this is able to run on consumer hardware. The largest model they have need 2.7GB of memory. So running an instance will consume almost all the RAM in your GPU and you won't be able to use it for something else, but it will run on it.
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"GODEL: Large-Scale Pre-Training for Goal-Directed Dialog", Peng et al 2022 {MS}
Github models to 2.7B: https://github.com/Microsoft/GODEL
TalkToModel
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[R] TalkToModel: Understanding Machine Learning Models With Open Ended Dialogues
Code: https://github.com/dylan-slack/TalkToModel
What are some alternatives?
DialoGPT - Large-scale pretraining for dialogue
xi-method - Xi method
rasa - 💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants
DALEX - moDel Agnostic Language for Exploration and eXplanation
Convoscope - AI tools to augment conversations on smart glasses, wearables, laptops, and smart meeting rooms.
interpret - Fit interpretable models. Explain blackbox machine learning.
DialogRPT - EMNLP 2020: "Dialogue Response Ranking Training with Large-Scale Human Feedback Data"
XAI - Genetic programming method for explaining complex black-box models
modular-diffusion - Python library for designing and training your own Diffusion Models with PyTorch.
ContrXT - a tool for comparing the predictions of any text classifiers
forte - Forte is a flexible and powerful ML workflow builder. This is part of the CASL project: http://casl-project.ai/
DiCE - Generate Diverse Counterfactual Explanations for any machine learning model.