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Knowledge Editing on filtered dataset original (test)

1Reliability

ChainEdit + FT

Updated 1mo ago

Evaluation Results

Method	Links
ChainEdit + FT 2025.07		1	0.784	0.442	0.989	0.475	0.348
FT 2025.07		1	0.139	0.406	0.975	0.693	0.41
LoRA 2025.07		1	0.172	0.371	0.988	0.452	0.286
ChainEdit + FT 2025.07		1	0.675	0.306	0.987	0.137	0.271
FT 2025.07		1	0.107	0.23	0.993	0.226	0.318
ChainEdit + LoRA 2025.07		1	0.784	0.454	0.992	0.19	0.239
LoRA 2025.07		1	0.114	0.231	0.989	0.148	0.2
ChainEdit + LoRA 2025.07		0.999	0.757	0.513	0.985	0.454	0.321
MEMIT 2025.07		0.991	0.193	0.33	0.724	0.35	0.352
MEMIT-Merge 2025.07		0.99	0.195	0.346	0.73	0.369	0.358
MEMIT-Merge 2025.07		0.99	0.175	0.217	0.605	0.29	0.309
MEMIT 2025.07		0.987	0.175	0.199	0.597	0.263	0.303
ChainEdit + MEMIT-Merge 2025.07		0.984	0.71	0.428	0.775	0.315	0.331
ChainEdit + MEMIT-Merge 2025.07		0.973	0.725	0.308	0.593	0.278	0.295
ChainEdit + MEMIT 2025.07		0.88	0.748	0.453	0.653	0.359	0.345
ChainEdit + MEMIT 2025.07		0.88	0.672	0.252	0.544	0.321	0.346