promptsource
Toolkit for creating, sharing and using natural language prompts. (by bigscience-workshop)
natural-instructions
Expanding natural instructions (by allenai)
| promptsource | natural-instructions | |
|---|---|---|
| 11 | 1 | |
| 2,505 | 898 | |
| 2.2% | 1.8% | |
| 4.6 | 0.9 | |
| 6 months ago | 5 months ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
promptsource
Posts with mentions or reviews of promptsource.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-11-25.
- How to Prompt Design? Share resources
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Any tips for hiring prompt engineers?
Bigscience Promptsource
- PromptSource: Toolkit for creating, sharing and using natural language prompts
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Hugging Face Introduces “T0”, An Encoder-Decoder Model That Consumes Textual Inputs And Produces Target Responses
Quick 5 Min Read | Paper|Github
- 16x smaller than GPT3 but better [video]
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[R] BigScience's first paper, T0: Multitask Prompted Training Enables Zero-Shot Task Generalization
Code for https://arxiv.org/abs/2110.08207 found: https://github.com/bigscience-workshop/promptsource/
- "P3: Public Pool of Prompts" (BigScience's collaborative collection of >2k prompts for >170 datasets)
- BigScience's guide to using templating languages to develop prompts
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word2vec chatbot
I'd use a prompted dataset then, as well as explore the TO model framework.
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First model released by BigScience outperforms GPT-3 while being 16x smaller
We fine-tuned the model on a dozens of different NLP datasets and tasks in a prompted style. You can read all the prompts in the appendix or get them all here: https://github.com/bigscience-workshop/promptsource . Most NLP tasks are not particularly freeform, or they are naturally length limited like summary (XSum is very short). As a consequence, the model mostly defaults to short responses. Your "trick" is not that unreasonable though! Many of the training prompts that want long responses, ask for them explicitly.
natural-instructions
Posts with mentions or reviews of natural-instructions.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-11-25.
What are some alternatives?
When comparing promptsource and natural-instructions you can also consider the following projects:
transformers - 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
eai-prompt-gallery - Library of interesting prompt generations
spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python
datasets - 🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools
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