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Title: :  SUBJECTIVE ANSWERS EVALUATION USING MACHINE LEARNING AND NATURAL LANGUAGE PROCESSING
PaperId: :  20453
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 3 2023
DUI:    16.0415/IJARIIE-20453
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Arymann SinhaBangalore Institute of Technology
Hritesh RBangalore Institute of Technology
Hrithik VBangalore Institute of Technology
Divin RBangalore Institute of Technology
Mahalakshmi C VBangalore Institute of Technology

Abstract

Computer Science Engineering
Subjective Answers Evaluation, Machine Learning, Natural Language Processing, ML, NLP, Automated Evaluation, Evaluation, Answer Evaluation, Subjective Answers Evaluation using ML and NLP.
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.

Citations

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IJARIIE 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 Volume 9 Issue 3 2023 Page 2261-2264
MLA 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 9.3(2023) : 2261-2264.
APA Arymann Sinha, Hritesh R, Hrithik V, Divin R, & Mahalakshmi C V. (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.
Chicago 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 9, no. 3 (2023) : 2261-2264.
Oxford 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, 2023, p. 2261-2264. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/SUBJECTIVE_ANSWERS_EVALUATION_USING_MACHINE_LEARNING_AND_NATURAL_LANGUAGE_PROCESSING_ijariie20453.pdf (Accessed : 26 November 2024).
Harvard Arymann Sinha, Hritesh R, Hrithik V, Divin R, and Mahalakshmi C V. (2023) 'SUBJECTIVE ANSWERS EVALUATION USING MACHINE LEARNING AND NATURAL LANGUAGE PROCESSING', International Journal Of Advance Research And Innovative Ideas In Education, 9(3), pp. 2261-2264IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/SUBJECTIVE_ANSWERS_EVALUATION_USING_MACHINE_LEARNING_AND_NATURAL_LANGUAGE_PROCESSING_ijariie20453.pdf (Accessed : 26 November 2024)
IEEE 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, May-Jun 2023. [Online]. Available: https://ijariie.com/AdminUploadPdf/SUBJECTIVE_ANSWERS_EVALUATION_USING_MACHINE_LEARNING_AND_NATURAL_LANGUAGE_PROCESSING_ijariie20453.pdf [Accessed : 26 November 2024].
Turabian 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 [Online]. volume 9 number 3 (26 November 2024).
Vancouver 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 [Internet]. 2023 [Cited : 26 November 2024]; 9(3) : 2261-2264. Available from: https://ijariie.com/AdminUploadPdf/SUBJECTIVE_ANSWERS_EVALUATION_USING_MACHINE_LEARNING_AND_NATURAL_LANGUAGE_PROCESSING_ijariie20453.pdf
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