CNRS
Collabarative Network Recommendation System
About CNRS Platform
Mission
Our mission is to revolutionize the way researchers connect with cutting-edge research opportunities. By leveraging advanced AI technologies and a comprehensive database of scientific expertise, we aim to streamline the process of matching scientists to the research projects that best suit their unique skills and interests.
What We Do
Our platform is designed to facilitate seamless collaboration between researchers and institutions by identifying the most suitable candidates for specific research topics. Whether you’re an organization looking for the perfect scientist to lead your next project or a researcher seeking new challenges, our system is here to help.
Features
Our Vision
We envision a world where scientific research is driven by optimal collaborations and innovative ideas. By connecting the right minds with the right projects, we hope to accelerate scientific discovery and make a meaningful impact across various fields of study.
Get Involved
Whether you’re a scientist eager to explore new research opportunities or an institution looking for the perfect research partner, our platform is designed to support your needs. Join us in advancing the frontier of scientific knowledge and innovation.
Contact Us
For more information or to get started, please contact us at cnrs@ibric.in.
How does it work?
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Comprehensive Database
We maintain an extensive database of scientists, including their expertise, publications, and research interests.
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Input Details
Submit your 50-word project proposal, select scientist count, and choose accuracy level: Default, Flexible, Moderate, or Strict.
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Advanced Matching
Our platform uses the BART-large model to generate context-based results, integrating BERT and GPT architectures for better understanding.
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Project Profile Generation
The project proposal is processed to create a sample project profile vector, which represents the context and key aspects of the proposal.
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Recommendation Process
Our platform identifies suitable scientists by constructing a collaboration network, detecting communities, and calculating match scores for impactful collaborations.
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FAQ
Our platform is designed to connect researchers with the most suitable research opportunities by leveraging AI to match scientists based on their expertise, interests, and past work.
Q2: Who can use this platform?The platform is intended for use by research institutions, organisations, and individual scientists looking to find or offer research opportunities.
You can submit a project proposal by filling out the text area with a minimum of 50 words. You will also need to select the number of scientists you want to be displayed in the results and choose the desired accuracy level.
Q2: What accuracy levels can I choose from?You can choose from four accuracy levels: Flexible, Default, Moderate, and Strict. The Flexible option is fast but less accurate, the Default option balances speed and accuracy, the Moderate option is slower with better accuracy, and the Strict option is very slow but provides the highest accuracy.
Q3: How does the platform match scientists with research projects?Our platform uses advanced natural language processing (NLP) and machine learning algorithms to analyse the context of your proposal and match it with the most suitable scientists based on their expertise, past work, and research interests.
We use the BART-large model, an open-source model developed by Facebook AI. This model is trained on the Multi-Genre Natural Language Inference (MNLI) dataset and integrates BERT and GPT architectures to better understand the context of the proposals.
Q2: How is the match score calculated?The match score is calculated by comparing the project profile with scientists’ profiles using pairwise cosine similarity. This ensures that the recommendations are based on the most relevant and contextually accurate matches.
We take data privacy and security very seriously. All user data is stored securely and is only used for the purposes of matching scientists with research projects. We do not share your data with any third parties without your explicit consent.
If you encounter any issues or have any questions, please contact our support team at [support@ibric.in] or visit our Contact page for more information.
Q2: How can I provide feedback or suggestions?We value your feedback and suggestions. Please send your thoughts to [feedback@ibric.in] or use the feedback form available on our website.