Lingfeng Shen
My name is Lingfeng Shen(沈凌峰), a research scientist at Bytedance (San Jose). I'm currently working on the foundation models and their applications.
Before that, I obtained my M.S. degree at Department of Computer Science, Johns Hopkins University, and I received my B.S. degree (Mathematics) from China Agricultural University.
During my time at Johns Hopkins, I wokred with Daniel Khashabi and Philipp Koehn. Besides, I was fortunate to spend my last year of undergraduate at Tencent AI Lab, mentored by Haiyun Jiang, Lemao Liu and Shuming Shi.
My current research interests include:
Understanding the emergent behaviors of foundation models (e.g., In-context learning): [Link]
Data-centric design in building foundation models: [Link]
I used to be interested in adversarial robustness [Link], [Link],
backdoor robustness [Link], and evaluation [Link], [Link]
Email: starkshen3333[at]gmail.com; lingfeng.shen[at]bytedance.com
Github /
Google Scholar /
Semantic Scholar /
Twitter /
LinkedIn
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I use a so-called "geometric owl" as my avatar in most places.
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Selected Publications (* equal contribution, full publications can be found in my Google Scholar)
The Language Barrier: Dissecting Safety Challenges of LLMs in Multilingual Contexts
Lingfeng Shen, Weiting Tan, Sihao Chen, Yunmo Chen, Jingyu Zhang, Haoran Xu, Boyuan Zheng, Philipp Koehn, Daniel Khashabi
ACL 2024
paper / code
Do pretrained Transformers Really Learn In-context by Gradient Descent?
Lingfeng Shen*, Aayush Mishra*, Daniel Khashabi
ICML 2024 (Oral)
paper / code
The Trickle-down Impact of Reward (In-)consistency on RLHF
Lingfeng Shen,
Sihao Chen, Linfeng Song, Lifeng Jin, Baolin Peng, Haitao Mi, Daniel Khashabi, Dong Yu
ICLR 2024
paper / code
On the Evaluation Metrics for Paraphrase Generation
Lingfeng Shen, Lemao Liu, Haiyun Jiang, Shuming Shi
EMNLP 2022 (Oral)
paper / code
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Miscellaneous
Motorsports ignite my passion, particularly Formula 1. I'm ardently devoted to the Mercedes-AMG Petronas F1 Team.
The NBA also has a special place in my heart; I used to be a fan of Houston Rocket.
Off the screen, you'll often find me karting with friends or playing video games.
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Services
Reviewers: ICLR2024, NeurIPS 2023/2024, ICML 2023, ACL 2023, AAAI 2023/2024, AAAI2022, EMNLP 2022/2023, ARR 2022/2023.
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