List your company
ResearchFormerly WizWand

Aspect Sentiment Quad Prediction on ACOS Laptop

46.7F1 ScoreS²IT-32B
23.435229.475135.51541.5549Nov 28, 2025Dec 22, 2025Jan 16, 2026Feb 10, 2026Mar 6, 2026Mar 31, 2026Apr 25, 2026
Updated 6mo ago

Evaluation results

MethodLinks
S²IT-32BMethod Paradigm=Generative-based, Model Scale=32B2026.0446.7—45.4
MUL+Scorer&ReRank (AI)collaborative=true, refinement=Scorer & ReRank (AI)2025.1146.17——
GAS+Scorer&ReRank (AI)collaborative=true, refinement=Scorer & ReRank (AI)2025.1146.01——
S²IT-7BMethod Paradigm=Generative-based, Model Scale=7B2026.0445.9—44.7
E4LTraining protocol=State-of-the-art2025.1145.7345.3846.08
E4Lcollaborative=true2025.1145.73——
qwen2.5-32BMethod Paradigm=Generative-based, Model Scale=32B2026.0445.3—45
qwen2.5-7BMethod Paradigm=Generative-based, Model Scale=7B2026.0444.6—44.7
DLO + ATossMethod Paradigm=Generative-based2026.0444.5—43.9
ILOTraining protocol=State-of-the-art2025.1144.3544.1444.56
MvP + ATossMethod Paradigm=Generative-based2026.0444.2—43.1
MULTraining protocol=State-of-the-art2025.1144.0144.3843.65
MvPTraining protocol=State-of-the-art2025.1143.92——
IVLSTraining protocol=State-of-the-art2025.1143.7153.4733.45
MvPMethod Paradigm=Generative-based2026.0443.7—43.6
DLOTraining protocol=State-of-the-art2025.1143.643.443.8
DLOMethod Paradigm=Generative-based2026.0443.6—43.8
GASTraining protocol=State-of-the-art2025.1143.0743.4642.69
ParaphraseMethod Paradigm=Generative-based2026.0443—42.5
Seq2PathTraining protocol=State-of-the-art2025.1142.97——
One-ASQPMethod Paradigm=Extractive-based2026.0441.5—39.5
Extract-ClassifyTraining protocol=State-of-the-art2025.1135.845.5629.28
Extract-ClassifyMethod Paradigm=Extractive-based2026.0435.8—29.4
TAS-BERTMethod Paradigm=Extractive-based2026.0427.3—19.2
ChatGPTTraining protocol=Training-free, Shot count=few-shot2025.1124.3321.7227.65