SUBJECTIVE ANSWERS EVALUATION USING MACHINE LEARNING AND NATURAL LANGUAGE PROCESSING

Arymann Sinha; Hritesh R; Hrithik V; Divin R; Mahalakshmi C V

SUBJECTIVE ANSWERS EVALUATION USING MACHINE LEARNING AND NATURAL LANGUAGE PROCESSING

May 2023

Vol-9, Issue-3

Paper ID: 20453

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Computer Science Engineering

Keywords

Subjective Answers Evaluation Machine Learning Natural Language Processing ML NLP Automated Evaluation Evaluation Answer Evaluation Subjective Answers Evaluation using ML and NLP.

Abstract

The research investigation addresses the challenging and time-consuming task of manually evaluating subjective papers through an analysis of various methodologies. The insufficiency in understanding and accepting data presents significant obstacles when analyzing such papers using Artificial Intelligence (AI). Through an investigative approach, this research seeks to overcome these challenges by conducting an in-depth analysis of existing methods and proposing a novel approach that combines machine learning and natural language processing techniques. By leveraging tools such as GloVe Word Embedding, cosine similarity, and Word-Cloud, this investigation aims to enhance the accuracy and efficiency of automated evaluation. The study employs a rigorous experimental design to evaluate the effectiveness of the proposed approach, resulting in valuable insights and findings. This research contributes to the field of automated subjective paper evaluation through its meticulous analysis, innovative methodologies, and rigorous investigation, offering a promising solution to the existing challenges.

License

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Author Information

#	Name	Institute / Affiliation
1	Arymann Sinha	Bangalore Institute of Technology
2	Hritesh R	Bangalore Institute of Technology
3	Hrithik V	Bangalore Institute of Technology
4	Divin R	Bangalore Institute of Technology
5	Mahalakshmi C V	Bangalore Institute of Technology

How to Cite

Use the following formats to cite this article in your research.

APA Style

Sinha, Arymann, R, Hritesh, V, Hrithik, R, Divin, & V, Mahalakshmi C (2023). SUBJECTIVE ANSWERS EVALUATION USING MACHINE LEARNING AND NATURAL LANGUAGE PROCESSING. International Journal of Advance Research and Innovative Ideas In Education, 9(3), 2261-2264.

MLA Style

Sinha, Arymann, et al. "SUBJECTIVE ANSWERS EVALUATION USING MACHINE LEARNING AND NATURAL LANGUAGE PROCESSING." International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 3, 2023, pp. 2261-2264.

IEEE Style

Arymann Sinha, Hritesh R, Hrithik V, Divin R, and Mahalakshmi C V, "SUBJECTIVE ANSWERS EVALUATION USING MACHINE LEARNING AND NATURAL LANGUAGE PROCESSING," International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 3, pp. 2261-2264, 2023.

Vancouver Style

Sinha Arymann, R Hritesh, V Hrithik, R Divin, V Mahalakshmi C. SUBJECTIVE ANSWERS EVALUATION USING MACHINE LEARNING AND NATURAL LANGUAGE PROCESSING. International Journal of Advance Research and Innovative Ideas In Education. 2023;9(3):2261-2264.

Harvard Style

Sinha, Arymann, R, Hritesh, V, Hrithik, R, Divin, & V, Mahalakshmi C (2023) 'SUBJECTIVE ANSWERS EVALUATION USING MACHINE LEARNING AND NATURAL LANGUAGE PROCESSING', International Journal of Advance Research and Innovative Ideas In Education, 9(3), pp. 2261-2264.

Chicago Style

Sinha, Arymann, et al. "SUBJECTIVE ANSWERS EVALUATION USING MACHINE LEARNING AND NATURAL LANGUAGE PROCESSING." International Journal of Advance Research and Innovative Ideas In Education 9, no. 3 (2023): 2261-2264.

Turabian Style

Sinha, Arymann, et al. "SUBJECTIVE ANSWERS EVALUATION USING MACHINE LEARNING AND NATURAL LANGUAGE PROCESSING." International Journal of Advance Research and Innovative Ideas In Education 9, no. 3 (2023): 2261-2264.