IntentBert | free lunch solution for few-shot intent detection
kandi X-RAY | IntentBert Summary
kandi X-RAY | IntentBert Summary
IntentBert is a Python library. IntentBert has no bugs, it has no vulnerabilities and it has low support. However IntentBert build file is not available. You can download it from GitHub.
In this paper, we offer a free lunch solution for few-shot intent detection by pre-training on a large publicly available dataset. Our experiment shows significant improvement over previous pre-trained models on a drastically different target domain, which indicates IntentBERT possesses high generalizability and is a ready-to-use model without further fine-tuning. We also propose a joint pre-training scheme (IntentBERT+MLM) to leverage unlabeled data on target domain.
In this paper, we offer a free lunch solution for few-shot intent detection by pre-training on a large publicly available dataset. Our experiment shows significant improvement over previous pre-trained models on a drastically different target domain, which indicates IntentBERT possesses high generalizability and is a ready-to-use model without further fine-tuning. We also propose a joint pre-training scheme (IntentBERT+MLM) to leverage unlabeled data on target domain.
Support
Quality
Security
License
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Support
IntentBert has a low active ecosystem.
It has 0 star(s) with 0 fork(s). There are 2 watchers for this library.
It had no major release in the last 6 months.
IntentBert has no issues reported. There are no pull requests.
It has a neutral sentiment in the developer community.
The latest version of IntentBert is current.
Quality
IntentBert has no bugs reported.
Security
IntentBert has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
License
IntentBert does not have a standard license declared.
Check the repository for any license declaration and review the terms closely.
Without a license, all rights are reserved, and you cannot use the library in your applications.
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IntentBert releases are not available. You will need to build from source code and install.
IntentBert has no build file. You will be need to create the build yourself to build the component from source.
Installation instructions are not available. Examples and code snippets are available.
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Currently covering the most popular Java, JavaScript and Python libraries. See a Sample of IntentBert
Currently covering the most popular Java, JavaScript and Python libraries. See a Sample of IntentBert
IntentBert Key Features
No Key Features are available at this moment for IntentBert.
IntentBert Examples and Code Snippets
No Code Snippets are available at this moment for IntentBert.
Community Discussions
No Community Discussions are available at this moment for IntentBert.Refer to stack overflow page for discussions.
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install IntentBert
You can download it from GitHub.
You can use IntentBert like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
You can use IntentBert like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
Support
For any new features, suggestions and bugs create an issue on GitHub.
If you have any questions check and ask questions on community page Stack Overflow .
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