Zhiwen Ruan
Zhiwen Ruan has 2 papers in our library, in 2025–2026, most of them on Language models & pretraining; often with Guanhua Chen, Peng Li, Yang Liu.
OpenAlex · ORCID · h-index 1 · 12 works · 1 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 5 times in our library · ⭐ Paper Stars ranking: #11724
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 2 works
Works by year
2020s
Papers
- G2: Guided Generation for Enhanced Output Diversity in LLMs (2025 · 6 citations)
LLMs often return near-identical answers when asked the same question repeatedly. This hurts creative writing, best-of-N selection, synthetic data creation and test-time scaling for reasoning. Raising the sampling temperature adds variety but lowers quality, and re-prompting with earlier answers can drift away from… - GIFT: Guided Fine-Tuning and Transfer for Enhancing Instruction-Tuned Language Models (2026)
Adapting instruction-tuned LLMs to a specific domain is risky: fine-tuning them directly can disturb the balance of skills built during post-training.
Co-authors here
- Guanhua Chen ×2
- Peng Li ×2
- Yang Liu ×2
- Yun Chen ×2
- Jianjie Zheng
- Jinsong Su
- Longyue Wang
- Weihua Luo
- Yefeng Liu
- Yichao Du
- Yixia Li
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2026
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2025
Cited by
Updated
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