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Research Radar

End-to-end pipeline that automates research paper discovery and classification for specialized research domains.
Project
Research Radar
project id
research-radar
Use this id to create a new project in ZenML
GITHUB REPOSITORY
https://github.com/zenml-io/zenml-projects/tree/main/research-radar
Pipelines

Classification Pipeline

Classifies articles using DeepSeek R1 and saves classification results for evaluation or dataset augmentation.

Training Pipeline

Fine-tunes ModernBERT for specialized article classification with comprehensive metrics tracking.

Comparison Pipeline

Compares the fine-tuned model against Claude Haiku to evaluate performance.

Deployment Pipeline

Deploys the fine-tuned model to Hugging Face for easy access and sharing.

Recommended Stack

Stack Components

  • Orchestrator: kubernetes
  • Artifact Store: default
  • Step Operator: default
Details

Research Radar automates research paper classification across multiple sources, helping researchers stay current with relevant publications without hours of manual filtering.

What It Does

Provides an end-to-end pipeline that identifies specialized research papers through automated classification, demonstrated with an LLMOps use case that includes data ingestion, model training, evaluation, and deployment.

How It Works

  • Classifies articles using the DeepSeek R1 model
  • Fine-tunes ModernBERT for specialized classification tasks
  • Provides comprehensive metrics tracking for model performance
  • Compares the fine-tuned model against Claude Haiku
  • Deploys the fine-tuned model to Hugging Face for easy access
  • Streamlines literature reviews and reduces duplicate effort for research teams
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