4 papers
LessonBench-V1: A Benchmark Dataset for Evaluating AI Lesson Generation Agents
Ravidu Suien Rammuni Silva, Ahmad Lotfi, Isibor Kennedy Ihianle +2
Large Language Model (LLM) based AI educational content generation systems are increasingly being developed, yet no standardised benchmark exists to systematically evaluate them. T…
FM-G-CAM: A Holistic Approach for Explainable AI in Computer Vision
Ravidu Suien Rammuni Silva, Jordan J. Bird
Explainability is a vital aspect of modern AI for real-world impact and usability. The main objective of this paper is to emphasise the need to understand the predictions of Comput…
Training and Agentic Inference Strategies for LLM-based Manim Animation Generation
Ravidu Suien Rammuni Silva, Ahmad Lotfi, Isibor Kennedy Ihianle +2
Generating programmatic animation using libraries such as Manim presents unique challenges for Large Language Models (LLMs), requiring spatial reasoning, temporal sequencing, and f…
ArtBrain: An Explainable end-to-end Toolkit for Classification and Attribution of AI-Generated Art and Style
Ravidu Suien Rammuni Silva, Ahmad Lotfi, Isibor Kennedy Ihianle +2
Recently, the quality of artworks generated using Artificial Intelligence (AI) has increased significantly, resulting in growing difficulties in detecting synthetic artworks. Howev…