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Flan Alpaca Large

declare-lab

๐Ÿ“Š

The Flan-Alpaca-Large model is a fine-tuned language model that specializes in problem-solving through instruction tuning. It is an extension of the Stanford Alpaca synthetic instruction tuning approach, specifically designed for existing instruction-tuned models like Flan-T5. The model has been evaluated on various open-source instruction-tuned language models and has shown improved performance. It can also be used for text-to-audio generation. The code, datasets, and pretrained models are available on the Hugging Face repository. The model aims to address the limitations and noise in the original Alpaca implementation by utilizing a fully accessible model trained on high-quality instructions.

Use cases

The Flan-Alpaca-Large model has several potential use cases for a technical audience. It can be used for problem-solving tasks through instruction tuning, where it leverages a large language model like GPT-3 to generate synthetic training data. This synthetic data, encompassing more than 50,000 tasks, can then be used to fine-tune a smaller model like Flan-T5. The model has been evaluated on various instruction-tuned language models, showing improved performance. Additionally, it has applications in text-to-audio generation. Possible products or practical uses of this model could include a problem-solving AI assistant that can generate step-by-step instructions for complex tasks, a text-to-audio converter that can provide audio descriptions for written content, or a virtual tutor that can provide detailed instructions and explanations for learning materials.

text2text-generation

Pricing

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Creator Models

ModelCostRuns
Tango Full$?5
Tango Full Ft Audiocaps$?178
Segue W2v2 Base$?254
Flan Gpt4all Xl$?428
Tango Full Ft Audio Music Caps$?0

Similar Models

Try it!

You can use this area to play around with demo applications that incorporate the Flan Alpaca Large model. These demos are maintained and hosted externally by third-party creators. If you see an error, message me on Twitter.

Overview

Summary of this model and related resources.

PropertyValue
Creatordeclare-lab
Model NameFlan Alpaca Large
Description

๐Ÿฎ ๐Ÿฆ™ Flan-Alpaca: Instruction Tuning from Humans and Machines ...

Read more ยป
Tagstext2text-generation
Model LinkView on HuggingFace
API SpecView on HuggingFace
Github LinkNo Github link provided
Paper LinkNo paper link provided

Popularity

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PropertyValue
Runs14,554
Model Rank
Creator Rank

Cost

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PropertyValue
Cost per Run$-
Prediction Hardware-
Average Completion Time-