GODEL
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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
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What are some alternatives?
DialoGPT - Large-scale pretraining for dialogue
question_extractor - Generate question/answer training pairs out of raw text.
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
refinery - The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.
Convoscope - AI tools to augment conversations on smart glasses, wearables, laptops, and smart meeting rooms.
transformers - 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
DialogRPT - EMNLP 2020: "Dialogue Response Ranking Training with Large-Scale Human Feedback Data"
tf-transformers - State of the art faster Transformer with Tensorflow 2.0 ( NLP, Computer Vision, Audio ).
modular-diffusion - Python library for designing and training your own Diffusion Models with PyTorch.
basaran - Basaran is an open-source alternative to the OpenAI text completion API. It provides a compatible streaming API for your Hugging Face Transformers-based text generation models.
TalkToModel - TalkToModel gives anyone with the powers of XAI through natural language conversations 💬!
forte - Forte is a flexible and powerful ML workflow builder. This is part of the CASL project: http://casl-project.ai/