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Jacob A Hansen

2 accepted papers

2025

Self-MoE: Towards Compositional Large Language Models with Self-Specialized Experts

ICLR 2025poster

We present Self-MoE, an approach that transforms a monolithic LLM into a compositional, modular system of self-specialized experts, named MiXSE (MiXture of Self-specialized Experts). Our approach leverages self-specialization, which constructs expert modules using self-generated synthetic data, each…

Cited by 10SourcePDFScholar
2024

ConMe: Rethinking Evaluation of Compositional Reasoning for Modern VLMs

NeurIPS 2024poster

Compositional Reasoning (CR) entails grasping the significance of attributes, relations, and word order. Recent Vision-Language Models (VLMs), comprising a visual encoder and a Large Language Model (LLM) decoder, have demonstrated remarkable proficiency in such reasoning tasks. This prompts a crucia…