Survey on automated short answer grading with deep learning: from word embeddings to transformers

S Haller, A Aldea, C Seifert, N Strisciuglio - arXiv preprint arXiv …, 2022 - arxiv.org
Automated short answer grading (ASAG) has gained attention in education as a means to
scale educational tasks to the growing number of students. Recent progress in Natural …

Multiple data augmentation strategies for improving performance on automatic short answer scoring

J Lun, J Zhu, Y Tang, M Yang - Proceedings of the AAAI Conference on …, 2020 - aaai.org
Automatic short answer scoring (ASAS) is a research subject of intelligent education, which
is a hot field of natural language understanding. Many experiments have confirmed that the …

[PDF][PDF] On Deep Learning Approaches to Automated Assessment: Strategies for Short Answer Grading.

A Ahmed, A Joorabchi, MJ Hayes - CSEDU (2), 2022 - researchgate.net
The recent increase in the number of courses that are delivered in a blended fashion, before
the effect of the pandemic has even been considered, has led to a concurrent interest in the …

A large language model-assisted education tool to provide feedback on open-ended responses

JK Matelsky, F Parodi, T Liu, RD Lange… - arXiv preprint arXiv …, 2023 - arxiv.org
Open-ended questions are a favored tool among instructors for assessing student
understanding and encouraging critical exploration of course material. Providing feedback …

Reducing the cost: Cross-prompt pre-finetuning for short answer scoring

H Funayama, Y Asazuma, Y Matsubayashi… - … conference on artificial …, 2023 - Springer
Abstract Automated Short Answer Scoring (SAS) is the task of automatically scoring a given
input to a prompt based on rubrics and reference answers. Although SAS is useful in real …

Wide-scale automatic analysis of 20 years of its research

R Hodgson, A Cristea, L Shi, J Graham - International Conference on …, 2021 - Springer
The analysis of literature within a research domain can provide significant value during
preliminary research. While literature reviews may provide an in-depth understanding of …

A hierarchical reasoning graph neural network for the automatic scoring of answer transcriptions in video job interviews

K Chen, M Niu, Q Chen - International Journal of Machine Learning and …, 2022 - Springer
We address the task of automatically scoring the competency of candidates based on textual
features, from the automatic speech recognition transcriptions in the asynchronous video job …

Automatic Short Answer Grading using Text-to-Text Transfer Transformer Model

S Haller - 2020 - essay.utwente.nl
We explore in this study the effects of multi-task training and domain adaptation on
Automatic Short Answer Grading (ASAG) using the text-to-text transfer transformer model …

[PDF][PDF] Exploration of aunnotation strategies for entailment-based Automatic Short Answer Grading

A Egaña Azpiazu - 2023 - core.ac.uk
Recent work has shown that Automatic Short Answer Grading can effectively be
reformulated as a Textual Entailment problem. In this work we show that this reformulation is …

[PDF][PDF] Performance Evaluation of the SBERT model for Automatic Short Answer Grading

TEE Assessment, A Ahmed, A Joorabchi, MJ Hayes - Computer - researchgate.net
ABSTRACT Automated Short Answer Grading (ASAG) represents an actively researched
domain within the field of automated assessment and blended learning. This study is based …