Search Results for author: Mukesh Mohania

Found 13 papers, 6 papers with code

Multi-Relational Graph Transformer for Automatic Short Answer Grading

1 code implementation NAACL 2022 Rajat Agarwal, Varun Khurana, Karish Grover, Mukesh Mohania, Vikram Goyal

A Graph Transformer is used to prepare relation-specific token embeddings within each subgraph, then aggregated to obtain a subgraph representation.

Sentence

Coherence and Diversity through Noise: Self-Supervised Paraphrase Generation via Structure-Aware Denoising

no code implementations6 Feb 2023 Rishabh Gupta, Venktesh V., Mukesh Mohania, Vikram Goyal

This allows for learning a denoising function that operates over both aspects and produces semantically equivalent and syntactically diverse outputs through grounded noise injection.

Denoising Memorization +1

Unsupervised Question Duplicate and Related Questions Detection in e-learning platforms

no code implementations20 Dec 2022 Maksimjeet Chowdhary, Sanyam Goyal, Venktesh V, Mukesh Mohania, Vikram Goyal

The repository of questions has to be constantly updated to ensure a diverse pool of questions to conduct assessments for learners.

K-12BERT: BERT for K-12 education

1 code implementation24 May 2022 Vasu Goel, Dhruv Sahnan, Venktesh V, Gaurav Sharma, Deep Dwivedi, Mukesh Mohania

However, there has not been a model specifically adapted for the education domain (particularly K-12) across subjects to the best of our knowledge.

Language Modelling

Auxiliary Task Guided Interactive Attention Model for Question Difficulty Prediction

no code implementations24 May 2022 Venktesh V, Md. Shad Akhtar, Mukesh Mohania, Vikram Goyal

Hence we soft label another dataset with a model fine-tuned to predict Bloom's labels to demonstrate the applicability of our method to datasets with only difficulty labels.

Topic Aware Contextualized Embeddings for High Quality Phrase Extraction

1 code implementation17 Jan 2022 Venktesh V, Mukesh Mohania, Vikram Goyal

The salient phrases are extracted using a ranking algorithm on an undirected graph constructed for the given document.

Keyphrase Extraction Vocal Bursts Intensity Prediction

BeautifAI -- A Personalised Occasion-oriented Makeup Recommendation System

no code implementations13 Sep 2021 Kshitij Gulati, Gaurav Verma, Mukesh Mohania, Ashish Kundu

The proposed work's novel contributions, including the incorporation of occasion context, region-wise makeup recommendation, real-time makeup previews and continuous makeup feedback, set our system apart from the current work in makeup recommendation.

TagRec: Automated Tagging of Questions with Hierarchical Learning Taxonomy

1 code implementation3 Jul 2021 Venktesh V, Mukesh Mohania, Vikram Goyal

The loss function maximizes the similarity between the question-answer pair and the correct label representations and minimizes the similarity to unrelated labels.

Multi-class Classification Question-Answer categorization +1

Document Chunking and Learning Objective Generation for Instruction Design

no code implementations1 Jun 2018 Khoi-Nguyen Tran, Jey Han Lau, Danish Contractor, Utkarsh Gupta, Bikram Sengupta, Christopher J. Butler, Mukesh Mohania

Instructional Systems Design is the practice of creating of instructional experiences that make the acquisition of knowledge and skill more efficient, effective, and appealing.

Chunking Descriptive

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