3 papers
cs.CL2025
XL-DURel: Finetuning Sentence Transformers for Ordinal Word-in-Context Classification
Sachin Yadav, Dominik Schlechtweg
We propose XL-DURel, a finetuned, multilingual Sentence Transformer model optimized for ordinal Word-in-Context classification. We test several loss functions for regression and ra…
cs.CL2025
Hands-On Tutorial: Labeling with LLM and Human-in-the-Loop
Ekaterina Artemova, Akim Tsvigun, Dominik Schlechtweg +4
Training and deploying machine learning models relies on a large amount of human-annotated data. As human labeling becomes increasingly expensive and time-consuming, recent researc…
cs.CL2024
Towards Automating Text Annotation: A Case Study on Semantic Proximity Annotation using GPT-4
Sachin Yadav, Tejaswi Choppa, Dominik Schlechtweg
This paper explores using GPT-3.5 and GPT-4 to automate the data annotation process with automatic prompting techniques. The main aim of this paper is to reuse human annotation gui…