🧑‍🔬 Yuanfeng Song

🏛️ Affiliations

🏢ByteDanceBeijing · China2025–2026 · 17 paperscurrent🎓Hong Kong University of Science and TechnologyHong Kong · China2013–2025 · 25 papers🎓Hong Kong Polytechnic UniversityHong Kong · China2021–2026 · 5 papers🎓University of LiverpoolLiverpool · United Kingdom2024–2025 · 2 papers🏢BaiduBeijing · China2016–2019 · 2 papers

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 6 more institutions on single bylines are not listed.

🧭 Fields, topics and concepts

Of its works in our library, with the number of works on each.

📅 Works by year

2020s

📄 Papers

The most cited first (OpenAlex and our library).

1. FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language Models (2025 · 10 citations)
   Federated work on LLMs has mostly followed two separate tracks. In one, clients jointly fine-tune identical LLMs. In the other, a server-side LLM teaches small language models (SLMs) on clients. Neither improves the server LLM and the client SLMs together. FedMKT, a parameter-efficient framework, makes knowledge flow…
2. InsightEval: An Expert-Curated Benchmark for Assessing Insight Discovery in LLM-Driven Data Agents (2026 · 2 citations)
   LLM-based data agents are increasingly used to extract insights from tables, but few benchmarks measure this ability well.

All works

6 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them.

1. FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language ModelsInternational Conference on Computational Linguistics (COLING)Tao Fan, Guoqiang Ma, Yan Kang, et al.2025 · 10 citations
2. InsightEval: An Expert-Curated Benchmark for Assessing Insight Discovery in LLM-Driven Data AgentsFindings of the Association for Computational LinguisticsZhenghao Zhu, Yuanfeng Song, Xing Chen, et al.2026 · 2 citations
3. MultiTEND: A Multilingual Benchmark for Natural Language to NoSQL Query Translation ↗Findings of the Association for Computational Linguistics: ACL 2025 · no summary yetZhiqian Qin et al.2025 · 2 citations
4. UniDataBench: Evaluating Data Analytics Agents Across Structured and Unstructured Data ↗Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetHan Weng et al.2026
5. MTO: A Multi-turn Conversational Text-to-OverpassQL Dataset for Enhanced OpenStreetMap Query Generation ↗Findings of the Association for Computational Linguistics: ACL 2026 · no summary yetHaodi Zhang et al.2026
6. Beyond SELECT: A Comprehensive Taxonomy-Guided Benchmark for Real-World Text-to-SQL Translation ↗arXiv:2511.13590 · no summary yetHao Wang et al.2025

🤝 Co-authors here

9 co-authors with a page, the most papers together first.

• Chengzhong Liu
• Cui Yakun
• Kai Chen
• Qiang Yang
• Sirui Han
• Tao Fan
• Xing Chen
• Yike Guo
• Zhenghao Zhu

Venues

Where their works here were published, the most works first, with the editions of those that have a page.

• Findings of the Association for Computational Linguistics: ACL 2025 ×2
• International Conference on Computational Linguistics (COLING): COLING 2025
• Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
• Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

🔗 Cited by

Papers of our library cite their works 8 times (of the 149,439 papers whose bibliographies we read).

Updated 31 October 2026

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