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MELoRA: Mini-Ensemble Low-Rank Adapters for Parameter-Efficient Fine-Tuning2024 Annual Meeting of the Association for Computational Linguistics (ACL) conference-paper Computer Science Topic Modeling Open access
Pengjie Ren, Chengshun Shi, Shiguang Wu, Mengqi Zhang, Zhaochun Ren, Maarten de Rijke, +2 more
16citations -
MEFT: Memory-Efficient Fine-Tuning through Sparse Adapter2024 Annual Meeting of the Association for Computational Linguistics (ACL) conference-paper Computer Science Domain Adaptation and Few-Shot Learning Open access
Jitai Hao, Weiwei Sun, Xin Xin, Qi Meng, Zhumin Chen, Pengjie Ren, +1 more
6citations -
Unifying Search and Recommendation in LLMs via Gradient Multi-Subspace Tuning2026 International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) conference-paper Computer Science Recommender Systems and Techniques Open access
Jujia Zhao, Zihan Wang, Shuaiqun Pan, Suzan Verberne, Zhaochun Ren
1citations -
Constraint-aware Optimization in Auto-Tuning2026 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW) conference-paper Computer Science Parallel Computing and Optimization Techniques Open access
Floris-Jan Willemsen, Stijn Heldens, Rob V. van Nieuwpoort, Ben van Werkhoven
0citations -
Fine-Tuning LLMs for Translation: General Forgetting Mitigation Does Not Preserve MT-Specific Instruction Following2026 arXiv (Cornell University) preprint Computer Science Natural Language Processing Techniques Open access
Niklas Scholz, David Thulke, Abdallah Nasir, Will Allred, Evgeny Matusov, Hermann Ney
0citations