KnowledgeEditing

#Pocket#NLP#LanguageModel#FactualKnowledge#meta-learning
Issue Date: 2025-06-17 PropMEND: Hypernetworks for Knowledge Propagation in LLMs, Zeyu Leo Liu+, arXiv25 Comment元ポスト:https://x.com/zeyuliu10/status/1934659512046330057?s=46&t=Y6UuIHB0Lv0IpmFAjlc2-Q従来のKnowledge Editing手法は新たな知識を記憶させることはできる(i.e., 注入した知識を逐語的に生成できる;東 ... #MachineLearning#Pocket#NLP#LanguageModel#ICML
Issue Date: 2025-06-10 Representation Shattering in Transformers: A Synthetic Study with Knowledge Editing, Kento Nishi+, ICML25 Comment元ポスト:https://x.com/kento_nishi/status/1932072335726539063?s=46&t=Y6UuIHB0Lv0IpmFAjlc2-Q ... #Pocket#NLP#LanguageModel#Library
Issue Date: 2025-05-11 EasyEdit2: An Easy-to-use Steering Framework for Editing Large Language Models, Ziwen Xu+, arXiv25 Commentgithub:https://github.com/zjunlp/EasyEdit/tree/main ...

#Pocket#NLP#LanguageModel#ICLR
Issue Date: 2025-04-30 AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models, Junfeng Fang+, ICLR25 Comment元ポスト:https://x.com/hillbig/status/1917343444810489925?s=46&t=Y6UuIHB0Lv0IpmFAjlc2-QOpenReview:https://openreview.net/forum?id=HvSytvg3JhMLPに新たな知識を直接注入 ... #Pocket#NLP#LanguageModel#Library#ACL
Issue Date: 2025-05-11 EasyEdit: An Easy-to-use Knowledge Editing Framework for Large Language Models, Peng Wang+, ACL24, (System Demonstrations) Commentver2.0:#1946 ... #Pocket#NLP#Dataset#LanguageModel#EMNLP#read-later
Issue Date: 2025-05-07 Editing Large Language Models: Problems, Methods, and Opportunities, Yunzhi Yao+, EMNLP24 #Pocket#NLP#LanguageModel#ICLR
Issue Date: 2023-05-04 Mass-Editing Memory in a Transformer, Kevin Meng+, N_A, ICLR23 Summary大規模言語モデルを更新することで、専門的な知識を追加できることが示されているしかし、これまでの研究は主に単一の関連付けの更新に限定されていた本研究では、MEMITという方法を開発し、多数のメモリを直接言語モデルに更新することができることを実験的に示したGPT-J(6B)およびGPT-NeoX(20B)に対して数千の関連付けまでスケーリングでき、これまでの研究を桁違いに上回ることを示したコードとデータはhttps://memit.baulab.infoにあります。 #Pocket#NLP#LanguageModel#ICLR
Issue Date: 2025-06-18 Fast Model Editing at Scale, Eric Mitchell+, ICLR22 CommentOpenReview:https://openreview.net/forum?id=0DcZxeWfOPt ... #Pocket#NLP#LanguageModel#EMNLP
Issue Date: 2025-06-18 Editing Factual Knowledge in Language Models, Nicola De Cao+, EMNLP21 #NeuralNetwork#ComputerVision#MachineLearning#Pocket#NLP#ICLR#read-later
Issue Date: 2025-05-07 Editable Neural Networks, Anton Sinitsin+, ICLR20 Comment(おそらく)Knowledge Editingを初めて提案した研究OpenReview:https://openreview.net/forum?id=HJedXaEtvS ...