Aspect Sentiment Quad Prediction on COURSERA
33.66F1 ScoreLLM
Evaluation Results
| Method | Links | |
|---|---|---|
| LLMMode=Fine-tuned2026.05 | 33.66 | |
| MvPMode=Fine-tuned2026.05 | 32.5 | |
| Para.Mode=Fine-tuned2026.05 | 32.34 | |
| LLM-MvP# Shots=1002026.05 | 32.09 | |
| Self-consistency# Shots=1002026.05 | 32.02 | |
| LLM-MvP# Shots=502026.05 | 31.4 | |
| Self-consistency# Shots=502026.05 | 30.9 | |
| Single-order# Shots=1002026.05 | 28.14 | |
| Single-order# Shots=502026.05 | 27.49 | |
| Self-consistency# Shots=102026.05 | 24.99 | |
| LLM-MvP# Shots=102026.05 | 24.87 | |
| LLM-MvP# Shots=Avg.2026.05 | 24.67 | |
| Reasoning# Shots=1002026.05 | 23.97 | |
| Self-consistency# Shots=Avg.2026.05 | 23.93 | |
| Single-order# Shots=102026.05 | 22.01 | |
| Reasoning# Shots=502026.05 | 21.97 | |
| Single-order# Shots=Avg.2026.05 | 20.97 | |
| Reasoning# Shots=Avg.2026.05 | 19.81 | |
| Reasoning# Shots=102026.05 | 19.71 | |
| Reasoning# Shots=02026.05 | 13.57 | |
| LLM-MvP# Shots=02026.05 | 10.34 | |
| Self-consistency# Shots=02026.05 | 7.82 | |
| Single-order# Shots=02026.05 | 6.26 |