Chenming Shang
Chenming Shang has 3 papers in our library, in 2025–2026, most of them on Language models & pretraining, Multilingual & cross-lingual NLP, Interpretability; often with Hengyuan Zhang, Chaofan Tao, Dongdong Zhang.
OpenAlex · ORCID · h-index 5 · 23 works · 101 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 26 times in our library · ⭐ Paper Stars ranking: #8561
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 3 worksArts and Humanities · 3 worksComputer Science · 3 worksLanguage and Linguistics · 3 works
🧭 Topics 3Research subjects and languages the work is about.Multilingual & cross-lingual NLP · 1 workInterpretability · 1 workLanguage models & pretraining · 1 work
Works by year
2020s
Papers
- Find Your Optimal Teacher: Personalized Data Synthesis via Router-Guided Multi-Teacher Distillation (2026 · 13 citations)
Small LLMs are usually distilled by fine-tuning them on outputs from the most powerful available teacher. Prior work shows this can backfire: very strong teachers may produce answers that are too complex or too far from what the student can absorb. Earlier remedies (Mix, CAR) still make every candidate teacher answer… - Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models (2026 · 9 citations)
Most earlier reviews of mechanistic interpretability (MI) in LLMs describe what researchers have discovered inside models. - ShifCon: Enhancing Non-Dominant Language Capabilities with a Shift-based Multilingual Contrastive Framework (2025 · 6 citations)
Multilingual LLMs fine-tuned on translated data (MSFT) still lag behind in non-dominant languages compared with English. Producing more high-quality translated supervision is costly and error-prone. ShifCon addresses this by changing how the model processes these languages internally rather than by adding data.
Co-authors here
- Hengyuan Zhang ×3
- Chaofan Tao
- Dongdong Zhang
- Ercong Nie
- Furu Wei
- Hayden Kwok-Hay So
- Jing Xiong
- Mingyang Wang
- Ngai Wong
- Qianli Wang
- Renliang Sun
- Ruobing Xie
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL) ×2: ACL 2026, ACL 2025
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
Cited by
Updated
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