18 citations · 19 across the 10 of their papers we have counts for
10 papers
MechaTerp-TRACE: A Novel Approach for Component Ablation Analysis in Language Models
Brandon Colelough, Davis Bartels, Madeline Bittner +1
Interpretability research on large language models has produced accounts of factual recall in feed-forward layers and of token relationships in self-attention, but little work offe…
6.5% of the Neuro-Symbolic Literature Can Be Reproduced from Its Published Artifacts, a Six-Stage Audit Framework and First Instantiation
Brandon Colelough, Vladimir Martirosyan, Ishan Tamrakar +6
We present a six-stage framework for auditing the reproducibility of scientific claims across a research literature within the computer science domain, and instantiate our framewor…
Quantifying Hallucinations in Language Language Models on Medical Textbooks
Brandon C. Colelough, Davis Bartels, Dina Demner-Fushman
Hallucinations, the tendency for large language models to provide responses with factually incorrect and unsupported claims, is a serious problem within natural language processing…
Overview of the ClinIQLink 2025 Shared Task on Medical Question-Answering
Brandon Colelough, Davis Bartels, Dina Demner-Fushman
In this paper, we present an overview of ClinIQLink, a shared task, collocated with the 24th BioNLP workshop at ACL 2025, designed to stress-test large language models (LLMs) on me…
Neuro-Symbolic AI in 2024: A Systematic Review
Brandon C. Colelough, William Regli
Background: The field of Artificial Intelligence has undergone cyclical periods of growth and decline, known as AI summers and winters. Currently, we are in the third AI summer, ch…
Effects of Dataset Sampling Rate for Noise Cancellation through Deep Learning
Brandon Colelough, Andrew Zheng
Background: Active noise cancellation has been a subject of research for decades. Traditional techniques, like the Fast Fourier Transform, have limitations in certain scenarios. Th…
Enhanced Thermal Management in High-Temperature Applications: Design and Optimization of a Water-Cooled Forced Convection System in a Hollow Cuboid Vapour Chamber Using COMSOL and MATLAB
brandon Curtis Colelough
This report details the design and optimisation of a water-cooled forced convection heat dissipation system for use in high-temperature applications (ranges between 700 degrees - 1…
Advancing Frontiers in SLAM: A Survey of Symbolic Representation and Human-Machine Teaming in Environmental Mapping
Brandon Curtis Colelough
This survey paper presents a comprehensive overview of the latest advancements in the field of Simultaneous Localization and Mapping (SLAM) with a focus on the integration of symbo…
SymboSLAM: Semantic Map Generation in a Multi-Agent System
Brandon Curtis Colelough
Sub-symbolic artificial intelligence methods dominate the fields of environment-type classification and Simultaneous Localisation and Mapping. However, a significant area overlooke…
Australian Energy Market Operator National Electricity Market Network Optimal Power Flow Modelling
Brandon Curtis Colelough
The HELM algorithm was used in this project to solve the optimal power flow problem introduced by a radial PandaPower network formulated from the data given by AEMO on the NEM netw…