Lingfeng Shen
Lingfeng Shen has 2 papers in our library, in 2024, most of them on Machine translation, Language models & pretraining, Multilingual & cross-lingual NLP; often with Haoran Xu, Weiting Tan, Yunmo Chen.
OpenAlex · ORCID · h-index 8 · 34 works · 209 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 325 times in our library · 2 more in our library without a page yet · ⭐ Paper Stars ranking: #4225
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 4Research subjects and languages the work is about.Machine translation · 1 workBias, fairness & safety · 1 workLanguage models & pretraining · 1 workMultilingual & cross-lingual NLP · 1 work
Works by year
2020s
Papers
- Contrastive Preference Optimization: Pushing the Boundaries of LLM Performance in Machine Translation (2024 · 207 citations)
Mid-sized LLMs (7B/13B) translate reasonably well but still trail GPT-4 and the strongest WMT systems. The authors trace part of this gap to supervised fine-tuning (SFT). SFT copies reference translations, so the model can only be as good as those references. It also never teaches the model to avoid output that is… - The Language Barrier: Dissecting Safety Challenges of LLMs in Multilingual Contexts (2024 · 86 citations)
This paper asks whether the safety behaviour of large language models holds up when the same harmful request is posed in languages with little training data.
All works
- Contrastive Preference Optimization: Pushing the Boundaries of LLM Performance in Machine TranslationarXiv:2401.08417Haoran Xu, Amr Sharaf, Yunmo Chen, et al.2024 · 207 citations
- The Language Barrier: Dissecting Safety Challenges of LLMs in Multilingual ContextsFindings of the Association for Computational LinguisticsLingfeng Shen, Weiting Tan, Sihao Chen, et al.2024 · 86 citations
- SemStamp: A Semantic Watermark with Paraphrastic Robustness for Text GenerationProceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers) · original ↗ · no summary yetAbe Hou et al.2024 · 74 citations
- On the Evaluation Metrics for Paraphrase GenerationProceedings of the 2022 Conference on Empirical Methods in Natural Language Processing · original ↗ · no summary yetLingfeng Shen et al.2022 · 65 citations
Co-authors here
- Haoran Xu ×2
- Weiting Tan ×2
- Yunmo Chen ×2
- Amr Sharaf
- Benjamin Van Durme
- Boyuan Zheng
- Daniel Khashabi
- Kenton Murray
- Philipp Koehn
- Sihao Chen
Venues
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2024
- Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing
- Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)
Cited by
Updated
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