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Modified and experimentally evaluated version of MarkerGeneBERT

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MarkerGeneBERT-Extension

This repository contains modified and newly implemented components built on top of the original MarkerGeneBERT framework.


Overview

This project focuses on improving the original MarkerGeneBERT implementation by:

  • Fixing implementation errors
  • Refactoring unstable components
  • Introducing additional research-friendly modifications
  • Improving experimental usability

Only the modified and newly implemented files are included in this repository.

The full base implementation can be found in the original repository linked below.


Original Repository

This work is based on:

https://github.com/chengpeng1116/MarkerGeneBERT

All credits for the base architecture and original implementation belong to the original authors.

To use this repository, clone the original MarkerGeneBERT repository and replace or integrate the modified files provided here.


Included Files

This repository contains:

  • Modified training/evaluation components
  • Refactored utility modules
  • Newly implemented experimental extensions
  • Additional configuration improvements

These files are designed to be integrated into the original MarkerGeneBERT codebase.


Improvements Introduced

The following improvements were intended:

  • Resolved runtime instability issues
  • Improved training reproducibility
  • Refactored code structure for better research extensibility
  • Enhanced experimental workflow

Motivation

The goal of this project was not to reimplement the entire architecture, but to:

  • Deeply analyze the existing research code
  • Improve code quality and stability
  • Facilitate easier experimentation for further research

Disclaimer

This repository only provides modified and newly added components.
It does not include the full original MarkerGeneBERT implementation.

This project is an independent research extension and is not officially affiliated with the original authors.

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Modified and experimentally evaluated version of MarkerGeneBERT

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