Qin Liu
Qin Liu has 2 papers in our library, in 2021–2023, most of them on Language models & pretraining, Multilingual & cross-lingual NLP; often with Rui Zheng, Jiacheng Ye, Lu Chen.
OpenAlex · ORCID · h-index 18 · 52 works · 1,479 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 227 times in our library · ⭐ Paper Stars ranking: #4310
Affiliations
Concepts, shelves and topics
📚 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 2Research subjects and languages the work is about.Multilingual & cross-lingual NLP · 1 workLanguage models & pretraining · 1 work
Works by year
2020s
Papers
- TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing (2021 · 146 citations)
NLP models with high accuracy often break when their inputs are slightly altered. Earlier robustness tools usually test either generic perturbations or task-specific ones, which makes a complete assessment hard. TextFlint addresses this with one open-source framework for English and Chinese. It combines four kinds of… - Secrets of RLHF in Large Language Models Part I: PPO (2023 · 130 citations)
RLHF is the main way to make LLMs helpful, honest and harmless. Its PPO stage, though, is unstable, sensitive to hyperparameters and costly to debug, and few open implementations existed. This report from the Fudan NLP Group and ByteDance breaks the RLHF pipeline into its stages: SFT, reward model training, and PPO…
Co-authors here
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2021
- Conference on Empirical Methods in Natural Language Processing (EMNLP)
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