<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title/><link>https://yzm1205.github.io/</link><atom:link href="https://yzm1205.github.io/index.xml" rel="self" type="application/rss+xml"/><description/><generator>HugoBlox Kit (https://hugoblox.com)</generator><language>en-us</language><lastBuildDate>Thu, 30 Jul 2026 00:00:00 +0000</lastBuildDate><image><url>https://yzm1205.github.io/media/icon_hu_1c0e9cb08cfb822a.png</url><title/><link>https://yzm1205.github.io/</link></image><item><title>Experience</title><link>https://yzm1205.github.io/experience/</link><pubDate>Thu, 30 Jul 2026 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/experience/</guid><description/></item><item><title>Research</title><link>https://yzm1205.github.io/research/</link><pubDate>Thu, 30 Jul 2026 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/research/</guid><description/></item><item><title>Teaching</title><link>https://yzm1205.github.io/teaching/</link><pubDate>Thu, 30 Jul 2026 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/teaching/</guid><description>&lt;div class="highlight"&gt;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-shell" data-lang="shell"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;export&lt;/span&gt; &lt;span class="nv"&gt;PATH&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$PWD&lt;/span&gt;&lt;span class="s2"&gt;/node_modules/.bin:&lt;/span&gt;&lt;span class="nv"&gt;$PATH&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
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&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;</description></item><item><title>TopoTuner: Topological Finetuning of Large Language Models</title><link>https://yzm1205.github.io/preprints/topotuner/</link><pubDate>Sat, 18 Jul 2026 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/preprints/topotuner/</guid><description/></item><item><title>UCF: Gave a guest talk in the Machine Learning class</title><link>https://yzm1205.github.io/blog/talk-ucf-ml-class/</link><pubDate>Fri, 15 May 2026 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/blog/talk-ucf-ml-class/</guid><description>&lt;p&gt;Delivered a guest lecture on language-model evaluation to a Machine Learning class at the University of Central Florida.&lt;/p&gt;</description></item><item><title>UCF: Gave a talk in the TTE department</title><link>https://yzm1205.github.io/blog/talk-ucf-tte/</link><pubDate>Tue, 05 May 2026 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/blog/talk-ucf-tte/</guid><description>&lt;p&gt;Presented my research to the Transportation and Traffic Engineering (TTE) department at the University of Central Florida.&lt;/p&gt;</description></item><item><title>NSF ACCESS: Awarded a Discover-tier GPU allocation on NCSA Delta as Principal Investigator</title><link>https://yzm1205.github.io/blog/nsf-gpu-allocation/</link><pubDate>Wed, 08 Apr 2026 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/blog/nsf-gpu-allocation/</guid><description>&lt;p&gt;Awarded a Discover-tier allocation on NCSA Delta through
as Principal Investigator. The allocation, valued at approximately $750,000 in GPU credits, runs from April 2026 to April 2027 and supports large-scale language-model evaluation and multi-GPU inference research.&lt;/p&gt;</description></item><item><title>LLMCompass: Evaluation and Resource-Aware Model Selection</title><link>https://yzm1205.github.io/projects/llmcompass/</link><pubDate>Thu, 01 Jan 2026 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/projects/llmcompass/</guid><description>&lt;p&gt;&lt;strong&gt;University of Central Florida — ongoing&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;&lt;em&gt;Research question:&lt;/em&gt; how can an AI system select a model that satisfies task-specific capability
requirements while jointly accounting for quality, uncertainty, latency, memory, throughput, and
monetary or computational cost?&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Curate skill-oriented evaluations for summarization, question answering, reasoning, instruction
following, and related capabilities; compare rankings across datasets, prompts, judges, and
deployment settings.&lt;/li&gt;
&lt;li&gt;Study generalization of model rankings to unseen tasks and evaluate whether intent-to-skill
mappings provide reliable evidence for model recommendation.&lt;/li&gt;
&lt;li&gt;Develop reproducible inference and data infrastructure as a byproduct of the research, including
model execution, metadata capture, ranking, and deployment-plan generation.&lt;/li&gt;
&lt;/ul&gt;</description></item><item><title>UCF: Joined the BridgeAI Lab as a postdoctoral researcher</title><link>https://yzm1205.github.io/blog/postdoc-ucf/</link><pubDate>Mon, 01 Dec 2025 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/blog/postdoc-ucf/</guid><description>&lt;p&gt;Started as a Postdoctoral Researcher / AI Engineer in the BridgeAI Lab at the University of Central Florida, leading the design of LLMCompass — a research platform for capability-aware and resource-aware selection among language models.&lt;/p&gt;</description></item><item><title>Auburn University: Successfully defended my Ph.D.</title><link>https://yzm1205.github.io/blog/phd-defense/</link><pubDate>Thu, 20 Nov 2025 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/blog/phd-defense/</guid><description>&lt;p&gt;Defended my dissertation, &lt;em&gt;Evaluating Semantic and Contextual Alignment in Language Models&lt;/em&gt;, advised by
and co-advised by
.&lt;/p&gt;</description></item><item><title>IJCNLP-AACL 2025: Our paper “Revisiting Word Embeddings in the LLM Era” got accepted</title><link>https://yzm1205.github.io/blog/ijcnlp-2025/</link><pubDate>Mon, 10 Nov 2025 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/blog/ijcnlp-2025/</guid><description>&lt;p&gt;Published in the Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the ACL (pp. 2686–2717).&lt;/p&gt;
&lt;p&gt;
&lt;/p&gt;</description></item><item><title>LLMs as Meta-Reviewers' Assistants: A Case Study</title><link>https://yzm1205.github.io/publications/llms-as-meta-reviewers-assistants/</link><pubDate>Thu, 01 May 2025 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/publications/llms-as-meta-reviewers-assistants/</guid><description/></item><item><title>NAACL 2025: Our paper “LLMs as Meta-Reviewers’ Assistants: A Case Study” got accepted</title><link>https://yzm1205.github.io/blog/naacl-2025-meta-reviewers/</link><pubDate>Thu, 01 May 2025 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/blog/naacl-2025-meta-reviewers/</guid><description>&lt;p&gt;Published in the Proceedings of NAACL 2025 (Volume 1: Long Papers), pp. 7763–7803, Albuquerque, New Mexico.&lt;/p&gt;
&lt;p&gt;
&lt;/p&gt;</description></item><item><title>Revisiting Word Embeddings in the LLM Era</title><link>https://yzm1205.github.io/publications/revisiting-word-embeddings/</link><pubDate>Wed, 01 Jan 2025 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/publications/revisiting-word-embeddings/</guid><description/></item><item><title>Shard-Any-LLMs</title><link>https://yzm1205.github.io/projects/shard-any-llms/</link><pubDate>Wed, 01 Jan 2025 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/projects/shard-any-llms/</guid><description>&lt;p&gt;Selected research software.&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Developed an automated model-sharding workflow for distributing large language models across
multiple GPUs, with command-line interfaces, Hugging Face integration, and environment-based
authentication.&lt;/li&gt;
&lt;/ul&gt;</description></item><item><title>SouthNLP: Presented my work at the symposium</title><link>https://yzm1205.github.io/blog/southnlp-2024/</link><pubDate>Tue, 05 Nov 2024 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/blog/southnlp-2024/</guid><description>&lt;p&gt;Presented my research on evaluating semantic alignment in language models at the SouthNLP symposium.&lt;/p&gt;</description></item><item><title>ALIGN-SIM Resources</title><link>https://yzm1205.github.io/projects/align-sim/</link><pubDate>Fri, 01 Nov 2024 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/projects/align-sim/</guid><description>&lt;p&gt;&lt;strong&gt;Auburn University&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Released software and data for task-free evaluation of sentence embeddings using five semantic
similarity alignment criteria.&lt;/li&gt;
&lt;li&gt;Evaluated 13 classical and LLM-induced encoders and demonstrated that strong downstream benchmark
performance can coexist with failures on intuitive semantic alignment tests.&lt;/li&gt;
&lt;/ul&gt;</description></item><item><title>ALIGN-SIM: A Task-Free Test Bed for Evaluating and Interpreting Sentence Embeddings through Semantic Similarity Alignment</title><link>https://yzm1205.github.io/publications/align-sim/</link><pubDate>Fri, 01 Nov 2024 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/publications/align-sim/</guid><description/></item><item><title>EMNLP 2024: Our paper “ALIGN-SIM: A Task-Free Test Bed for Evaluating and Interpreting Sentence Embeddings through Semantic Similarity Alignment” got accepted</title><link>https://yzm1205.github.io/blog/emnlp-2024-align-sim/</link><pubDate>Fri, 01 Nov 2024 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/blog/emnlp-2024-align-sim/</guid><description>&lt;p&gt;Published in Findings of the Association for Computational Linguistics: EMNLP 2024, pp. 7393–7428.&lt;/p&gt;
&lt;p&gt;
&lt;/p&gt;</description></item><item><title>Ad-hoc Monitoring of COVID-19 Global Research Trends for Well-Informed Policy Making</title><link>https://yzm1205.github.io/publications/covid-research-trends/</link><pubDate>Sun, 01 Jan 2023 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/publications/covid-research-trends/</guid><description/></item><item><title>Data-Driven Estimation of Effectiveness of COVID-19 Non-pharmaceutical Intervention Policies</title><link>https://yzm1205.github.io/publications/covid-npi-policies/</link><pubDate>Thu, 01 Dec 2022 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/publications/covid-npi-policies/</guid><description/></item><item><title>IEEE BigData 2022: Our paper “Data-Driven Estimation of Effectiveness of COVID-19 Non-pharmaceutical Intervention Policies” got accepted</title><link>https://yzm1205.github.io/blog/ieee-bigdata-2022/</link><pubDate>Thu, 01 Dec 2022 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/blog/ieee-bigdata-2022/</guid><description>&lt;p&gt;Presented at the IEEE International Conference on Big Data 2022.&lt;/p&gt;</description></item><item><title>ACM TIST: Our paper “Ad-hoc Monitoring of COVID-19 Global Research Trends for Well-Informed Policy Making” got accepted</title><link>https://yzm1205.github.io/blog/acm-tist-covid-trends/</link><pubDate>Sun, 01 May 2022 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/blog/acm-tist-covid-trends/</guid><description>&lt;p&gt;Published in ACM Transactions on Intelligent Systems and Technology, 14(2), pp. 1–28.&lt;/p&gt;</description></item><item><title>Auburn University: Started my Ph.D.</title><link>https://yzm1205.github.io/blog/phd-start-auburn/</link><pubDate>Mon, 10 Jan 2022 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/blog/phd-start-auburn/</guid><description>&lt;p&gt;Began doctoral study in Computer Science and Software Engineering at Auburn University in January 2022.&lt;/p&gt;</description></item><item><title>Auburn University: Started my M.S.</title><link>https://yzm1205.github.io/blog/ms-start-auburn/</link><pubDate>Fri, 10 Jan 2020 00:00:00 +0000</pubDate><guid>https://yzm1205.github.io/blog/ms-start-auburn/</guid><description>&lt;p&gt;Began the M.S. in Computer Science and Software Engineering at Auburn University in January 2020.&lt;/p&gt;</description></item></channel></rss>