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ResearchFormerly WizWand

Text Reconstruction from Gradients on IMDB

48Average Runtime (s)SOMP
-2.4337.86781,018.2Mar 17, 2026
Updated 7mo ago

Evaluation results

MethodLinks
SOMPBeam Width (Bw)=4, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=12026.0348
SOMPBeam Width (Bw)=8, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=12026.0358
DAGERModel=GPT-2, Hardware=RTX 5060, Batch Size (B)=12026.0361
SOMPBeam Width (Bw)=16, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=12026.0375
SOMPBeam Width (Bw)=4, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=22026.0396
SOMPBeam Width (Bw)=8, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=22026.03117
DAGERModel=GPT-2, Hardware=RTX 5060, Batch Size (B)=22026.03118
SOMPBeam Width (Bw)=16, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=22026.03143
SOMPBeam Width (Bw)=4, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=42026.03191
SOMPBeam Width (Bw)=8, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=42026.03231
DAGERModel=GPT-2, Hardware=RTX 5060, Batch Size (B)=42026.03248
SOMPBeam Width (Bw)=16, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=42026.03289
SOMPBeam Width (Bw)=4, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=3592026.03359
SOMPBeam Width (Bw)=8, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=82026.03448
DAGERModel=GPT-2, Hardware=RTX 5060, Batch Size (B)=82026.03467
SOMPBeam Width (Bw)=16, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=82026.03572
SOMPBeam Width (Bw)=4, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=162026.03672
SOMPBeam Width (Bw)=8, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=162026.03968
DAGERModel=GPT-2, Hardware=RTX 5060, Batch Size (B)=162026.031,127
SOMPBeam Width (Bw)=16, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=162026.031,308