embed2discover: the NLP Tool for Human-In-The-Loop, Dictionary-Based Content Analysis

Abstract

Guided dictionary-based content analysis has emerged as an effective way to process largescale text corpora. However, the reproducibility of these analysis efforts is often not guaranteed. We propose a human-in-the-loop approach to dictionary-based content analysis, where users get control over the training pipeline by chunking the process into four distinct steps. Compared to end-to-end and/or purely LLM-based approaches, where the learning and inference process is difficult to understand and, hence, to steer, we advocate for a human Show more