InfoQ

So You’ve Decided To Do a Technical Migration

Sophie Koonin discusses the realities of large-scale technical migrations, using Monzo’s shift to TypeScript as a roadmap. She explains how to handle "bends in the road," from documentation and ...
GitHub

A Human-LLM Collaborative Approach to Unified Knowledge Graph Construction from Heterogeneous Documents

Usage: docs2kg [OPTIONS] COMMAND [ARGS]... Docs2KG - Document to Knowledge Graph conversion tool. Supports multiple document formats: PDF, DOCX, HTML, and EPUB. Options: -c, --config PATH Path to the ...
IEEE

Annotation Guideline-Based Knowledge Augmentation: Toward Enhancing Large Language Models for Educational Text Classification

Abstract: Automated classification of learner-generated text to identify behavior, emotion, and cognition indicators, collectively known as learning engagement classification (LEC), has received ...
IEEE

Active Learning for Long-Tailed Annotation

Abstract: Active learning (AL) is an effective method to balance annotation costs and model performance under resource-constrained circumstances. Most existing AL studies are typically designed for ...
GitHub

GELDA: A generative language annotation framework to reveal visual biases in datasets

GELDA is an automatic framework that leverages large language models (LLMs) to propose and label various attributes for a domain. It takes a user-defined domain caption (e.g. "a photo of a living room ...