Junhao Liu
Junhao Liu has 2 papers in our library, in 2024–2026, most of them on Language models & pretraining, Interpretability; often with Binyuan Hui, Fei Huang, Jiaxi Yang.
OpenAlex · ORCID · h-index 5 · 20 works · 163 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 50 times in our library · ⭐ Paper Stars ranking: #7533
Affiliations
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksComputer Science · 2 worksArts and Humanities · 1 workLanguage and Linguistics · 1 workSoftware · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksInterpretability · 1 work
Works by year
2020s
Papers
- One-Shot Learning as Instruction Data Prospector for Large Language Models (2024 · 61 citations)
Instruction tuning datasets keep growing, but larger collections often carry noisy examples, and choosing good subsets usually depends on costly trial-and-error. - Revitalizing Black-Box Interpretability: Actionable Interpretability for LLMs via Proxy Models (2026)
Perturbation-based explainers such as LIME and SHAP need thousands of model queries for each explanation. That makes them too expensive for closed API models like GPT-4o, especially when explanations are meant to guide optimization rather than just inspection. The authors build on the observation that different LLMs…
Co-authors here
- Binyuan Hui
- Fei Huang
- Jiaxi Yang
- Lei Zhang
- Min Yang
- Shuzheng Si
- Tongliang Liu
- Xiaobo Xia
- Xin Zhang
- Yongbin Li
- Yunshui Li
Venues
Cited by
Updated
This page in Markdown → https://md.research.elamur.ai/free/en/authors/junhao-liu/