List your company

Multimodal Recommendation on Amazon Toys Few-Shot (test)

0.1472HR (Top-5)INSA
0.1285840.1334170.138250.143083Feb 6, 2026

Evaluation results

MethodLinks
INSAAttack=INSA2026.020.14720.09860.01750.22780.12440.04320.35050.15520.2579
BertAttackAttack=BertAttack2026.020.14610.09750.00760.22510.12280.01680.34730.15350.0808
DeepwordbugAttack=Deepwordbug2026.020.14590.0970.00470.22440.12210.01220.34860.15330.0712
EXPAAttack=EXPA2026.020.14580.09820.01770.22480.12350.05140.3470.15430.32
NoAttackAttack=NoAttack2026.020.14520.096300.22380.121500.34620.15230
ShadowcastAttack=Shadowcast2026.020.14520.0970.00270.22540.12260.00780.35070.15410.057
TextFoolerAttack=TextFooler2026.020.14470.09730.010.22340.12250.02190.3450.15310.1217
PuncAttackAttack=PuncAttack2026.020.14140.09530.00770.21960.12040.01770.34720.15240.0866
DirectBoostAttack=DirectBoost2026.020.13630.09220.00040.20820.11520.00290.32340.14410.0917
VENOMRECAttack=VENOMREC2026.020.13410.0910.40650.20590.11390.62290.31970.14250.8674
RandomAttackAttack=RandomAttack2026.020.12970.08820.00040.20050.11090.00250.320.14080.0618
PopularAttackAttack=PopularAttack2026.020.12930.08850.00010.20260.1120.00130.31930.14120.0442