Treasure Mayowa

I'm an undergraduate student studying Computer Science with Electronics at at Lead City University, Nigeria.

My research interest lies in ensuring the development of AI systems that are robust, efficient and transparent, and can be deployed in safety-critical and resource-constrained settings. My recent work has focused on LLM confidence alignment, cross-lingual reasoning faithfulness, and evaluation gaps in non-Western contexts.

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Treasure Mayowa

Publications

Direct Confidence Alignment: Aligning Verbalized Confidence with Internal Confidence in Large Language Models
Zhang G., Mayowa T. et al. · ACL Student Research Workshop · 2025
ACL SRW

News

Jul 2025 Attended Cohere Labs - ML Summer School, an initiative by Cohere Labs Open Science Community.
Jun 2025 Received GPU compute credits to work on developing locally-relevant LLM benchmarks.
Jun 2025 Awarded ACL 2025 Travel Grant for paper accepted to the ACL Student Research Workshop.
May 2025 Our paper, "Direct Confidence Alignment: Aligning Verbalized Confidence with Internal Confidence in Large Language Models" was accepted to the ACL Student Research Workshop.
Mar 2025 Selected as a course participant for ThinkingBeyond BeyondQuantum programme led by Dr. Filip Bar (PhD, Cambridge).
Oct 2024 Joined Algoverse as a Machine Learning Researcher, co-designing experiments on LLM alignment.
Jun 2024 Completed Non-Trivial Research Foundations Program.
Feb 2024 Featured by Rubies Technologies for my work building Ascend, an AI-powered web application designed to assist Nigerian teachers. [Link].
Oct 2023 Presented a talk on "Virtual Reality in Education: Navigating the Challenges and Unlocking the Potential" at the Youth STEM Matters Research Conference. Awarded Highly Commended Speaker!
Jun 2023 My paper, "Virtual Reality in Education: Navigating the Challenges and Unlocking the Potential" is published as a preprint on Research Archive of Rising Scholars.