Summary of Prolora: Partial Rotation Empowers More Parameter-efficient Lora, by Sheng Wang et al.
PRoLoRA: Partial Rotation Empowers More Parameter-Efficient LoRAby Sheng Wang, Boyang Xue, Jiacheng Ye, Jiyue Jiang,…
Summary of Selectit: Selective Instruction Tuning For Llms Via Uncertainty-aware Self-reflection, by Liangxin Liu et al.
SelectIT: Selective Instruction Tuning for LLMs via Uncertainty-Aware Self-Reflectionby Liangxin Liu, Xuebo Liu, Derek F.…
Summary of Graphedit: Large Language Models For Graph Structure Learning, by Zirui Guo et al.
GraphEdit: Large Language Models for Graph Structure Learningby Zirui Guo, Lianghao Xia, Yanhua Yu, Yuling…
Summary of Take the Bull by the Horns: Hard Sample-reweighted Continual Training Improves Llm Generalization, By Xuxi Chen et al.
Take the Bull by the Horns: Hard Sample-Reweighted Continual Training Improves LLM Generalizationby Xuxi Chen,…
Summary of Unigraph: Learning a Unified Cross-domain Foundation Model For Text-attributed Graphs, by Yufei He et al.
UniGraph: Learning a Unified Cross-Domain Foundation Model for Text-Attributed Graphsby Yufei He, Yuan Sui, Xiaoxin…
Summary of Learning to Poison Large Language Models During Instruction Tuning, by Yao Qiang and Xiangyu Zhou and Saleh Zare Zade and Mohammad Amin Roshani and Prashant Khanduri and Douglas Zytko and Dongxiao Zhu
Learning to Poison Large Language Models During Instruction Tuningby Yao Qiang, Xiangyu Zhou, Saleh Zare…
Summary of Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-even Performance, by Branislav Pecher et al.
Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to…
Summary of Instruction-tuned Language Models Are Better Knowledge Learners, by Zhengbao Jiang et al.
Instruction-tuned Language Models are Better Knowledge Learnersby Zhengbao Jiang, Zhiqing Sun, Weijia Shi, Pedro Rodriguez,…
Summary of Contrastive Instruction Tuning, by Tianyi Lorena Yan et al.
Contrastive Instruction Tuningby Tianyi Lorena Yan, Fei Wang, James Y. Huang, Wenxuan Zhou, Fan Yin,…
Summary of Multi-modal Preference Alignment Remedies Degradation Of Visual Instruction Tuning on Language Models, by Shengzhi Li et al.
Multi-modal Preference Alignment Remedies Degradation of Visual Instruction Tuning on Language Modelsby Shengzhi Li, Rongyu…