Pengfei Cao
Pengfei Cao has 3 papers in our library, in 2024–2026, most of them on Language models & pretraining, Information retrieval & search, Efficient models & compression; often with Jun Zhao, Kang Liu, Yubo Chen.
OpenAlex · ORCID · h-index 12 · 62 works · 778 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 192 times in our library · 6 more in our library without a page yet · ⭐ Paper Stars ranking: #7307
Affiliations
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Computer Science · 3 worksArts and Humanities · 2 worksArtificial Intelligence · 3 worksComputer Vision and Pattern Recognition · 2 worksLanguage and Linguistics · 2 worksInformation Systems · 2 works
🧭 Topics 3Research subjects and languages the work is about.Language models & pretraining · 2 worksInformation retrieval & search · 1 workEfficient models & compression · 1 work
Works by year
2020s
Papers
- Tug-of-War between Knowledge: Exploring and Resolving Knowledge Conflicts in Retrieval-Augmented Language Models (2024 · 70 citations)
Retrieval-augmented language models (RALMs) combine what they learned in pre-training with passages fetched from outside sources. - From Signal Degradation to Computation Collapse: Uncovering the Two Failure Modes of LLM Quantization (2026 · 1 citation)
The paper asks why weight-only post-training quantization (PTQ) of LLMs behaves acceptably at 4-bit but breaks down almost completely at 2-bit. - Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning (2026)
Small open-source multimodal LLMs are cheaper than commercial models and keep data private, but as web agents they plan poorly and transfer badly to unfamiliar websites.
All works
- Adversarial Transfer Learning for Chinese Named Entity Recognition with Self-Attention Mechanism ↗Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing · no summary yetPengfei Cao et al.2018 · 226 citations
- HyperCore: Hyperbolic and Co-graph Representation for Automatic ICD Coding ↗Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics · no summary yetPengfei Cao et al.2020 · 139 citations
- Knowledge-Enriched Event Causality Identification via Latent Structure Induction Networks ↗Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) · no summary yetPengfei Cao et al.2021 · 98 citations
- LearnDA: Learnable Knowledge-Guided Data Augmentation for Event Causality Identification ↗Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) · no summary yetXinyu Zuo et al.2021 · 89 citations
- Improving Event Causality Identification via Self-Supervised Representation Learning on External Causal Statement ↗Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021 · no summary yetXinyu Zuo et al.2021 · 88 citations
- Tug-of-War between Knowledge: Exploring and Resolving Knowledge Conflicts in Retrieval-Augmented Language ModelsLanguage Resources and Evaluation Conference (LREC)Zhuoran Jin, Pengfei Cao, Yubo Chen, et al.2024 · 70 citations
- From Signal Degradation to Computation Collapse: Uncovering the Two Failure Modes of LLM QuantizationFindings of the Association for Computational LinguisticsChenxi Zhou, Pengfei Cao, Jiang Li, et al.2026 · 1 citation
- Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task PlanningAnnual Meeting of the Association for Computational Linguistics (ACL)Tianyi Men, Zhuoran Jin, Pengfei Cao, et al.2026
- Task-Stratified Knowledge Scaling Laws for Post-Training Quantized Large Language Models ↗Findings of the Association for Computational Linguistics: ACL 2026 · no summary yetChenxi Zhou et al.2026
Co-authors here
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL) ×2: ACL 2026
- Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) ×2
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
- Language Resources and Evaluation Conference (LREC): LREC 2024
- Findings of the Association for Computational Linguistics: ACL 2026
- Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021
- Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing
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