Can Neural Networks Automatically Score Essay Traits?
Essay traits are attributes of an essay that can help explain how well written (or badly written) the essay is. Examples of traits include Content, Organization, Language, Sentence Fluency, Word Choice, etc. A lot of research in the last decade has dealt with automatic holistic essay scoring - where a machine rates an essay and gives a score for the essay. However, writers need feedback, especially if they want to improve their writing - which is why trait-scoring is important. In this paper, we show how a deep-learning based system can outperform feature-based machine learning systems, as well as a string kernel system in scoring essay traits.
Code (0)
등록된 구현이 없습니다.
Tasks
BIG-bench Machine LearningSentenceSimilar Papers 제목 키워드 기반
Many Hands Make Light Work: Using Essay Traits to Automatically Score Essays
Most research in the area of automatic essay grading (AEG) is geared towards scoring the essay holistically while there has also been some work done on scoring individual essay traits. In this paper, we describe a way to…
Automated Essay ScoringMulti-Task LearningAutomated Chinese Essay Scoring from Multiple Traits
Automatic Essay Scoring (AES) is the task of using the computer to evaluate the quality of essays automatically. Current research on AES focuses on scoring the overall quality or single trait of prompt-specific essays. H…
Prompt- and Trait Relation-aware Cross-prompt Essay Trait Scoring
Automated essay scoring (AES) aims to score essays written for a given prompt, which defines the writing topic. Most existing AES systems assume to grade essays of the same prompt as used in training and assign only a ho…
Automated Essay ScoringRelationUnleashing Large Language Models' Proficiency in Zero-shot Essay Scoring
Advances in automated essay scoring (AES) have traditionally relied on labeled essays, requiring tremendous cost and expertise for their acquisition. Recently, large language models (LLMs) have achieved great success in …
Automated Essay ScoringA Unified Framework to Elicit Structured Feedback for Interpretable Multi-Trait Essay Scoring
Multi-trait Automated Essay Scoring (AES) requires rubric-grounded reasoning across interdependent traits, rather than isolated score prediction. Existing feedback-enhanced methods often decouple feedback from scoring or…
Automated Essay Scoring