Haifeng Chen
Haifeng Chen has 4 papers in our library, in 2023–2026, most of them on Language models & pretraining, Summarization, Reasoning; often with Wei Cheng, Xujiang Zhao, Zhengzhang Chen.
OpenAlex · ORCID · Wikidata · h-index 20 · 103 works · 1,858 citations OpenAlex, 2026-10-14
📄 4 works in our library · 🔗 Cited 67 times in our library · 3 more in our library without a page yet · ⭐ Paper Stars ranking: #6183
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 4 worksArts and Humanities · 4 worksComputer Science · 4 worksLanguage and Linguistics · 4 works
🧭 Topics 3Research subjects and languages the work is about.Summarization · 1 workReasoning · 1 workLanguage models & pretraining · 2 works
Works by year
2020s
Papers
- Exploring the Limits of ChatGPT for Query or Aspect-based Text Summarization (2023 · 141 citations)
Earlier work on large language models for summarization mostly examined generic news summaries. This paper asks how ChatGPT performs in the harder, user-driven setting where a summary must answer a specific query or cover a given aspect. The authors tested it on four public benchmarks from different domains: QMSum… - Stop When Enough: Adaptive Early-Stopping for Chain-of-Thought Reasoning (2026 · 7 citations)
Reasoning LLMs often keep producing chain-of-thought steps long after the answer is effectively settled. This "overthinking" wastes compute and can even push the model toward a wrong answer. The authors present REFRAIN, a framework that needs no training and decides at inference time when to cut reasoning short. It… - Mind the Gap in Cultural Alignment: Task-Aware Culture Management for Large Language Models (2026 · 2 citations)
Large language models often carry a Western-leaning cultural bias. Existing cultural alignment methods, such as persona prompting or fine-tuning on value surveys like WVS, have two weaknesses. Broad value data transfers poorly to concrete culture-sensitive tasks such as offensive language detection. Training one… - Representation Interventions Enable Lifelong Knowledge Memory Control in LLMs (2026 · 1 citation)
Once deployed, LLMs cannot easily absorb new or corrected facts. Retraining is expensive. Weight-editing methods tend to collapse as edits pile up, especially with long, free-form knowledge rather than subject–relation–object triples. The authors propose RILKE, which keeps the base model frozen and instead edits…
All works
- Exploring the Limits of ChatGPT for Query or Aspect-based Text SummarizationarXiv:2302.08081Xianjun Yang, Yan Li, Xinlu Zhang, et al.2023 · 141 citations
- Stop When Enough: Adaptive Early-Stopping for Chain-of-Thought ReasoningAnnual Meeting of the Association for Computational Linguistics (ACL)Renliang Sun, Wei Cheng, Dawei Li, et al.2026 · 7 citations
- Mind the Gap in Cultural Alignment: Task-Aware Culture Management for Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL)Binchi Zhang, Xujiang Zhao, Jundong Li, et al.2026 · 2 citations
- Representation Interventions Enable Lifelong Knowledge Memory Control in LLMsAnnual Meeting of the Association for Computational Linguistics (ACL)Xuyuan Liu, Shengyu Chen, Xinshuai Dong, et al.2026 · 1 citation
- Multi-Agent Procedural Graph Extraction with Structural and Logical Refinement ↗Findings of the Association for Computational Linguistics: EACL 2026 · no summary yetWangyang Ying et al.2026
- Uncertainty-Aware Test-Time Search for Optimization Problem Solving ↗Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetLinlin Yu et al.2026
- LOKA: Conflict-Aware LLM Knowledge Update with Adaptive Knowledge Memory ↗Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetBinchi Zhang et al.2026
Co-authors here
- Wei Cheng ×2
- Xujiang Zhao ×2
- Zhengzhang Chen ×2
- Dawei Li
- Haoyu Wang
- Jundong Li
- Renliang Sun
- Wei Wang
- Xianjun Yang
- Xinlu Zhang
- Yan Li
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL) ×5: ACL 2026 ×3
- Findings of the Association for Computational Linguistics: EACL 2026
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