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limengge426/README.md

Limeng (Chloe) Ge

M.S. student in Computer Science at the University of Chicago. I work on how LLMs reason, LLM post-training, and making what models produce auditable. Before this: a B.A. in philosophy at East China Normal University and an ML engineering internship at SHEIN.

Website · Google Scholar · LinkedIn · limengge@uchicago.edu

Looking for Summer 2027 internships in ML engineering, LLM post-training, and applied AI.

Selected projects

DeepTrace web console A deep research agent that traces every claim to its source. Crash-safe runs, a judge that checks each citation, and follow-up questions that reuse the evidence.
Python · FastAPI · LangGraph · Neo4j · React
Demo · Code
Key findings from the syllogism benchmark Code and benchmark for my AAAI 2026 paper: 11,000 syllogisms show that five frontier LLMs fail in the same places, for the same reasons.
Python · asyncio · WordNet
Paper · Code · Try the game

Publications

  • Consistent Biases in Large Language Models' Syllogistic Reasoning. AAAI 2026 Bridge on Logical and Symbolic Reasoning in Language Models. [paper]
  • From Output Quality to Auditability: A Data Mining Agenda for LLM-Generated Artifacts. With Mingjia Qian. ICDM 2026 BlueSky Track (accepted).

More on my website.

Tools I use

Python PyTorch Hugging Face vLLM FastAPI Docker PostgreSQL Java C++

Pinned Loading

  1. llm-syllogism llm-syllogism Public

    AAAI 2026 Bridge · Do LLMs reason or pattern-match? 11,000 WordNet syllogisms across all 44 forms reveal shared biases in GPT-4o, Gemini, LLaMA, Qwen and DeepSeek.

    Python 21

  2. deeptrace-research-agent deeptrace-research-agent Public

    DeepTrace: a fault-tolerant deep research agent that traces every claim to its source. Claim-level faithfulness checks, crash-safe tool calls, leased multi-worker execution, FastAPI + Docker.

    Python 13 1