Jialong WU(Callan)   ๅดๅฎถ้š†

๐Ÿ‘‹๐Ÿป I am a second-year Master student at Southeast University. I am looking for 2026 Fall PhD position.

My current research interests primarily lie in Efficient NLP, which mainly includes:
- Parameter-efficient fine-tuning[3];
- Data-efficient active learning[3];
- Inference-efficient parallel decoding[6];
- Goal-oriented Resource Efficiency[2,4,7];
- Agent-driven Task Efficiency[1,5]

I am always open to potential collaborations or research opportunities. Feel free to reach out to me at jialongwu@seu.edu.cn!

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๐Ÿ“งEmail  / ๐Ÿ˜บGithub  / ๐ŸฆTwitter
News ๐Ÿ“ข
[2024.05] Two papers were accepted to ACL 2024 (Findings). See you in Bangkok, Thailand๐Ÿ‡น๐Ÿ‡ญ!
[2024.03] One paper was accepted to ICLR 2024 Workshop on LLM Agents.
[2023.09] We released Agents Framework, which has gained over 5k Starโญ and was trending on GitHub.
Publications ๏ผ Preprints ๐Ÿ“‘
Find all papers on [Google Scholar] or [Semantic Scholar]
(*: Equal contribution)
[7] AdaCQR: Enhancing Query Reformulation for Conversational Search via Sparse and Dense Retrieval Alignment
Preprint
[๐Ÿ“„ Paper] [๐Ÿ“ฆ Code]
Yilong Lai*, Jialong Wu*, Congzhi Zhang, Haowen Sun, Deyu Zhou
[6] SEED: Accelerating Reasoning Tree Construction via Scheduled Speculative Decoding
Preprint
[๐Ÿ“„ Paper] [๐Ÿ“ฆ Code]
Zhenglin Wang*, Jialong Wu*, Yilong Lai, Congzhi Zhang, Deyu Zhou
[5] Symbolic Learning Enables Self-Evolving Agents
Preprint
[๐Ÿ“„ Paper] [๐Ÿ“ฆ Code] [๐Ÿฆ Twitter] [๐Ÿ“ฑ WeChat] [๐ŸŒ Project Website]
Wangchunshu Zhou, Yixin Ou, Shengwei Ding, Long Li, Jialong Wu, Tiannan Wang, Jiamin Chen, Shuai Wang, Xiaohua Xu, Ningyu Zhang, Huajun Chen, Yuchen Eleanor Jiang
[4] Causal Prompting: Debiasing Large Language Model Prompting based on Front-Door Adjustment
Preprint
[๐Ÿ“„ Paper]
Congzhi Zhang, Linhai Zhang, Jialong Wu, Deyu Zhou, Yulan He
[3] STAR: Constraint LoRA with Dynamic Active Learning for Data-Efficient Fine-Tuning of Large Language Models
ACL 2024 (Findings)
[๐Ÿ“„ Paper] [๐Ÿ“ฆ Code] [๐Ÿชง Poster]
Linhai Zhang*, Jialong Wu*, Deyu Zhou, Guoqiang Xu
[2] DINER: Debiasing Aspect-based Sentiment Analysis with Multi-variable Causal Inference
ACL 2024 (Findings)
[๐Ÿ“„ Paper] [๐Ÿ“ฆ Code] [๐Ÿชง Poster]
Jialong Wu*, Linhai Zhang*, Deyu Zhou, Guoqiang Xu
[1] Agents: An Open-source Framework for Autonomous Language Agents
ICLR 2024 Workshop on LLM Agents
[๐Ÿ“„ Paper] [๐Ÿ“ฆ Code] [๐Ÿฆ Twitter] [๐Ÿ“ฑ WeChat]

Wangchunshu Zhou*, Yuchen Eleanor Jiang*, Long Li*, Jialong Wu*, Tiannan Wang, Shi Qiu, Jintian Zhang, Jing Chen, Ruipu Wu, Shuai Wang, Shiding Zhu, Jiyu Chen, Wentao Zhang, Ningyu Zhang, Huajun Chen, Peng Cui, Mrinmaya Sachan
Education๐Ÿง‘โ€๐ŸŽ“
Master Student, Southeast University, Sep. 2023 - Jul. 2026(Expected)
Undergraduate Student, Soochow University, Sep. 2019 - Jul. 2023
Services ๐Ÿ”

Reviewer: ACL ARR Rolling; ACL 2024; NAACL 2024; COLM 2024; EMNLP 2024; ICLR 2024 Workshop on LLM Agents

Miscellaneous ๐Ÿ“ท

I am a cinephile, and my favorite film is The Great Buddha+. I have a special fondness for bands and the band Omnipotent Youth Society holds a special place in my heart.

Last Updated: 09/01/2024