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An empirical analysis of machine learning models for automated essay grading

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RT @ashish_sureka: Pre-print version of our article (Deva, Ayushree, Shreyash, Anjali @anjaligoyal1907 and I) from @AshokaUniv - Automated…
Pre-print version of our article (Deva, Ayushree, Shreyash, Anjali @anjaligoyal1907 and I) from @AshokaUniv - Automated Essay Grading - https://t.co/pmXK98KHmW https://t.co/3liTHy9o8J
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Supplemental Information

Source Code

All our source code (Python files) are uploaded on GitHub public repository. Following is the link to our GitHub Public Repository https://github.com/ashoka-university/CS309-IR-Monsoon-2017-Off-by-One

DOI: 10.7287/peerj.preprints.3518v1/supp-1

Processed Dataset

All our dataset is uploaded on Figshare. Following is the link to our dataset repository on Figshare https://doi.org/10.6084/m9.figshare.5765727.v1

DOI: 10.7287/peerj.preprints.3518v1/supp-2

Additional Information

Competing Interests

The authors declare that they have no competing interests.

Author Contributions

Deva Surya Vivek Madala conceived and designed the experiments, performed the experiments, analyzed the data, contributed reagents/materials/analysis tools, wrote the paper, prepared figures and/or tables, performed the computation work, reviewed drafts of the paper, idea and implementation.

Ayushree Gangal conceived and designed the experiments, performed the experiments, analyzed the data, contributed reagents/materials/analysis tools, wrote the paper, prepared figures and/or tables, performed the computation work, reviewed drafts of the paper, idea and implementation.

Shreyash Krishna conceived and designed the experiments, performed the experiments, analyzed the data, contributed reagents/materials/analysis tools, wrote the paper, prepared figures and/or tables, performed the computation work, reviewed drafts of the paper, idea and implementation.

Anjali Goyal conceived and designed the experiments, analyzed the data, wrote the paper, prepared figures and/or tables, reviewed drafts of the paper, idea and implementation.

Ashish Sureka conceived and designed the experiments, analyzed the data, wrote the paper, prepared figures and/or tables, reviewed drafts of the paper, idea and implementation.

Data Deposition

The following information was supplied regarding data availability:

All our source code (Python files) are uploaded on GitHub public repository. Following is the link to our GitHub Public Repository

https://github.com/ashoka-university/CS309-IR-Monsoon-2017-Off-by-One

All our dataset is uploaded on Figshare. Following is the link to our dataset repository on Figshare

https://doi.org/10.6084/m9.figshare.5765727.v1

Funding

This work was supported by Ashoka University The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.


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