Article

Enhancing Text Quality with Human-Machine Collaboration: A Refinement Approach

2024-12-03

Abstract excerpt

<title>Abstract</title> <p>Human writing often exhibits a range of styles and levels of sophistication. However, automated text generation systems typically lack the nuanced understanding required to produce refined and elegant prose. Due to the inherent one-to-many relationship between inputs and outputs in natural language generation tasks, achieving annotator consistency is challenging. This complexity makes t...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: cdbb6596-2547-531e-acb2-17802b908cfd
DOI: 10.21203/rs.3.rs-5506073/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Enhancing Text Quality with Human-Machine Collaboration: A Refinement ApproachDOI 10.21203/rs.3.rs-5506073/v1Read

Balancing AI and Human Judgment for Text Refinement: A Step Toward Intercultural Competence in Language ProcessingSemantic proximity Read

Optimizing Human-Controlled Preference Alignment in Large Language Models via Dense Token Masking: A Methodological ApproachSemantic proximity Read

MetricDraft: A Metric-Driven Framework for Academic Paper Draft Generation and Iterative OptimizationSemantic proximity Read

A linguistic approach to Natural Language Generation: The language spectrum, language models, and OpenLogosSemantic proximity Read

Using LLMs for Pre-Annotation of Emotional Manipulation Techniques in a Low-Resource Language Corpus: Are We There Yet?Semantic proximity Read

A BLEU-Based Comparative Analysis of Human and ChatGPT 4.0 Translation in Kumpulan Lagu dan Cerita Anak- anak DwibahasaSemantic proximity Read

Validity of Large Language Models for Sentiment Analysis: Evidence of performance comparable to human codersSemantic proximity Read

Creating subject competence translation tests with GPT-4: A case study in English-to-Turkish translations in the engineering domainSemantic proximity Read

Iterative Feedback--Refinement for Faithful Structured Clinical-Note RepresentationSemantic proximity Read

Faithful Structured Representation from Clinical Notes via Iterative Feedback–RefinementSemantic proximity Read

Can AI replace Teachers? Comparing AI and Human Teachers’ ratings and feedback on students’ essaysSemantic proximity Read

Optimization of the Digital and Intelligent Transformation Path for Small Enterprises Integrating the Generation Augmentation Mechanism of the Qwen-2 Large ModelSemantic proximity Read