Jiacheng Liu
Also known as Gary Liu, 刘嘉程
Jiacheng Liu is a natural-language-processing researcher whose work spans commonsense reasoning, language models, and training-data search. He earned a computer science degree at the University of Illinois Urbana-Champaign and completed a PhD at the University of Washington in 2025. His papers covered generated knowledge prompting, Infini-gram, OLMoTrace, Infini-gram mini, and Olmo 3; OLMoTrace won ACL's 2025 Best Demo Paper Award, and Infini-gram mini won the EMNLP 2025 Best Paper Award. He joined xAI after his PhD and is a Member of Technical Staff at Microsoft AI.
Timeline
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2020
A computer science degree
He earns a BS in computer science at the University of Illinois at Urbana-Champaign and works with Professor Julia Hockenmaier. He receives a 2020 Honorable Mention in the CRA Outstanding Undergraduate Researcher Award.
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2022
Generated knowledge prompting
In 2022, he coauthors Generated Knowledge Prompting for Commonsense Reasoning, a method that prompts a language model to generate knowledge and adds it to the input for question answering.
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2024
Infini-gram at five trillion tokens
In 2024, he coauthors Infini-gram, a suffix-array engine that computes arbitrary-length n-gram probabilities with millisecond-level latency after training on five trillion tokens.
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2025
A PhD at H2Lab
He completes a PhD at the University of Washington in 2025, co-advised by Yejin Choi, and joins xAI as a Member of Technical Staff.
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2025
Tracing model outputs
In 2025, he coauthors OLMoTrace, a system that traces language-model outputs to full, multi-trillion-token training data in real time. It wins ACL's 2025 Best Demo Paper Award.
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2025
Searching petabyte-scale text
In 2025, he coauthors Infini-gram mini, a system for searching petabyte-scale text corpora. The paper wins the EMNLP 2025 Best Paper Award.
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2025
Olmo 3 open models
In 2025, he coauthors Olmo 3, a fully open family of language models at 7B and 32B parameter scales.
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Since 2026
Microsoft AI
He joins Microsoft AI as a Member of Technical Staff in 2026.
Career
- Since 2026MicrosoftMember of Technical Staff
- From 2025xAIMember of Technical Staff
- 2021–2025Allen Institute for AI (Ai2)
Education
Most-cited works
- Generated Knowledge Prompting for Commonsense ReasoningWith Ronan Le Bras
- CrossWeigh: Training Named Entity Tagger from Imperfect AnnotationsWith Jiawei Han
- Rainier: Reinforced Knowledge Introspector for Commonsense Question Answering
- Draft, Sketch, and Prove: Guiding Formal Theorem Provers with Informal Proofs
- Inverse Scaling: When Bigger Isn't BetterWith Ethan Perez and Samuel R. Bowman
Sources and credits
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- Jiacheng Liu
- CRA Outstanding Undergraduate Researcher Award | Siebel School of Computing and Data Science | Illinois
- Generated Knowledge Prompting for Commonsense Reasoning - ACL Anthology
- Infini-gram: Scaling Unbounded n-gram Language Models to a Trillion Tokens
- People
- OLMoTrace: Tracing Language Model Outputs Back to Trillions of Training Tokens - ACL Anthology
- Allen School researchers recognized at ACL 2025 for shaping the present and future of natural language processing
- Infini-gram mini: Exact n-gram Search at the Internet Scale with FM-Index - ACL Anthology
- Olmo 3
- Jiacheng Liu (Microsoft AI): natural language processing




