Automated Essay Scoring
27 papers with code • 1 benchmarks • 2 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
Benchmarks
These leaderboards are used to track progress in Automated Essay Scoring
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ASAP-AES
Most implemented papers
Automated Essay Scoring based on Two-Stage Learning
Current state-of-art feature-engineered and end-to-end Automated Essay Score (AES) methods are proven to be unable to detect adversarial samples, e. g. the essays composed of permuted sentences and the prompt-irrelevant essays.
SkipFlow: Incorporating Neural Coherence Features for End-to-End Automatic Text Scoring
carsonyang518/aaai24-aes-afg
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Our new method proposes a new \textsc{SkipFlow} mechanism that models relationships between snapshots of the hidden representations of a long short-term memory (LSTM) network as it reads.
Neural Automated Essay Scoring and Coherence Modeling for Adversarially Crafted Input
We demonstrate that current state-of-the-art approaches to Automated Essay Scoring (AES) are not well-suited to capturing adversarially crafted input of grammatical but incoherent sequences of sentences.
Co-Attention Based Neural Network for Source-Dependent Essay Scoring
Rokeer/co-attention
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WS 2018
This paper presents an investigation of using a co-attention based neural network for source-dependent essay scoring.
Language models and Automated Essay Scoring
carsonyang518/aaai24-aes-afg
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In this paper, we present a new comparative study on automatic essay scoring (AES).
Evaluation Toolkit For Robustness Testing Of Automatic Essay Scoring Systems
This number is increasing further due to COVID-19 and the associated automation of education and testing.
Prompt Agnostic Essay Scorer: A Domain Generalization Approach to Cross-prompt Automated Essay Scoring
carsonyang518/aaai24-aes-afg
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Cross-prompt automated essay scoring (AES) requires the system to use non target-prompt essays to award scores to a target-prompt essay.
Many Hands Make Light Work: Using Essay Traits to Automatically Score Essays
ASAP-AEG/MTL-Essay-Traits-Scoring
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NAACL 2022
To find out which traits work best for different types of essays, we conduct ablation tests for each of the essay traits.
EXPATS: A Toolkit for Explainable Automated Text Scoring
Automated text scoring (ATS) tasks, such as automated essay scoring and readability assessment, are important educational applications of natural language processing.
