Automated Essay Scoring

23 papers with code • 1 benchmarks • 1 datasets

Essay scoring: Automated Essay Scoring is the task of assigning a score to an essay, usually in the context of assessing the language ability of a language learner. The quality of an essay is affected by the following four primary dimensions: topic relevance, organization and coherence, word usage and sentence complexity, and grammar and mechanics.

Source: A Joint Model for Multimodal Document Quality Assessment

Datasets


Autoregressive Score Generation for Multi-trait Essay Scoring

doheejin/arts 13 Mar 2024

Recently, encoder-only pre-trained models such as BERT have been successfully applied in automated essay scoring (AES) to predict a single overall score.

0
13 Mar 2024

Can Large Language Models Automatically Score Proficiency of Written Essays?

watheq9/aes-with-llms 10 Mar 2024

Although several methods were proposed to address the problem of automated essay scoring (AES) in the last 50 years, there is still much to desire in terms of effectiveness.

0
10 Mar 2024

From Automation to Augmentation: Large Language Models Elevating Essay Scoring Landscape

xiaochr/llm-aes 12 Jan 2024

Receiving immediate and personalized feedback is crucial for second-language learners, and Automated Essay Scoring (AES) systems are a vital resource when human instructors are unavailable.

1
12 Jan 2024

Unveiling the Tapestry of Automated Essay Scoring: A Comprehensive Investigation of Accuracy, Fairness, and Generalizability

carsonyang518/aaai24-aes-afg 11 Jan 2024

Automatic Essay Scoring (AES) is a well-established educational pursuit that employs machine learning to evaluate student-authored essays.

1
11 Jan 2024

Learning to love diligent trolls: Accounting for rater effects in the dialogue safety task

michaeljohnilagan/aestrollhunting 30 Oct 2023

However, among users are trolls, who provide training examples with incorrect labels.

0
30 Oct 2023

Modeling Structural Similarities between Documents for Coherence Assessment with Graph Convolutional Networks

liuwei1206/strusim 10 Jun 2023

Coherence is an important aspect of text quality, and various approaches have been applied to coherence modeling.

4
10 Jun 2023

Prompt- and Trait Relation-aware Cross-prompt Essay Trait Scoring

doheejin/protact 26 May 2023

Thus, predicting various trait scores of unseen-prompt essays (called cross-prompt essay trait scoring) is a remaining challenge of AES.

13
26 May 2023

H-AES: Towards Automated Essay Scoring for Hindi

midas-research/hindi-aes 28 Feb 2023

In this study, we reproduce and compare state-of-the-art methods for AES in the Hindi domain.

1
28 Feb 2023

On the Use of BERT for Automated Essay Scoring: Joint Learning of Multi-Scale Essay Representation

lingochamp/multi-scale-bert-aes NAACL 2022

In recent years, pre-trained models have become dominant in most natural language processing (NLP) tasks.

52
08 May 2022

Improving Performance of Automated Essay Scoring by using back-translation essays and adjusted scores

j-y-j-109/asap-back-translation 1 Mar 2022

Considering that the performance of a neural network is closely related to the size of the dataset, the lack of data limits the performance improvement of the automated essay scoring model.

3
01 Mar 2022