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ResearchFormerly WizWand

Aspect Sentiment Quad Prediction on COURSERA

33.66F1 ScoreLLM
5.16412.56219.9627.358May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LLMMode=Fine-tuned2026.0533.66
MvPMode=Fine-tuned2026.0532.5
Para.Mode=Fine-tuned2026.0532.34
LLM-MvP# Shots=1002026.0532.09
Self-consistency# Shots=1002026.0532.02
LLM-MvP# Shots=502026.0531.4
Self-consistency# Shots=502026.0530.9
Single-order# Shots=1002026.0528.14
Single-order# Shots=502026.0527.49
Self-consistency# Shots=102026.0524.99
LLM-MvP# Shots=102026.0524.87
LLM-MvP# Shots=Avg.2026.0524.67
Reasoning# Shots=1002026.0523.97
Self-consistency# Shots=Avg.2026.0523.93
Single-order# Shots=102026.0522.01
Reasoning# Shots=502026.0521.97
Single-order# Shots=Avg.2026.0520.97
Reasoning# Shots=Avg.2026.0519.81
Reasoning# Shots=102026.0519.71
Reasoning# Shots=02026.0513.57
LLM-MvP# Shots=02026.0510.34
Self-consistency# Shots=02026.057.82
Single-order# Shots=02026.056.26