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Timothy Tin Long Yu

2 accepted papers

2025

Efficiently Serving Large Multimodal Models Using EPD Disaggregation

ICML 2025poster

Large Multimodal Models (LMMs) extend Large Language Models (LLMs) by handling diverse inputs such as images, audio, and video, but at the cost of adding a multimodal encoding stage that increases both computational and memory overhead. This step negatively affects key Service Level Objectives (SLOs…

2025

Evaluating LLM Reasoning in the Operations Research Domain with ORQA

AAAI 2025technical

In this paper, we introduce and apply Operations Research Question Answering (ORQA), a new benchmark, to assess the generalization capabilities of Large Language Models (LLMs) in the specialized technical domain of Operations Research (OR). This benchmark is designed to evaluate whether LLMs can emu…