Target Aspect Sentiment Detection on Rest16
79.78F1 ScoreLLM
Evaluation results
| Method | Links | |
|---|---|---|
| LLMMode=Fine-tuned2026.05 | 79.78 | |
| Gemma 4Size=31B, Mode=Fine-tuned2026.05 | 79.78 | |
| Orca 2Size=13B, Mode=Fine-tuned2026.05 | 78.82 | |
| Orca 2Size=7B, Mode=Fine-tuned2026.05 | 76.1 | |
| LLM-MvPShots=1002026.05 | 74.95 | |
| LLM-MvP# Shots=1002026.05 | 74.95 | |
| LLM-MvPSetting=100-shot2026.05 | 74.95 | |
| LLM-MvP# Shots=502026.05 | 73.19 | |
| E2TP2026.05 | 73.17 | |
| MvPMode=Fine-tuned2026.05 | 72.76 | |
| MvP2026.05 | 72.76 | |
| PGSO2026.05 | 72.74 | |
| Self-consistency# Shots=1002026.05 | 72.15 | |
| Para.Mode=Fine-tuned2026.05 | 71.97 | |
| Paraphrase2026.05 | 71.97 | |
| Single-order# Shots=1002026.05 | 70.74 | |
| Self-consistency# Shots=502026.05 | 70.22 | |
| Single-order# Shots=502026.05 | 69.3 | |
| GAS2026.05 | 68.3 | |
| LLM-MvPShots=102026.05 | 67.79 | |
| LLM-MvP# Shots=102026.05 | 67.79 | |
| Gemma-3-27BShots=10, Prompting Strategy=SC2026.05 | 66.75 | |
| LLM-MvP# Shots=Avg.2026.05 | 66.74 | |
| Self-consistency# Shots=102026.05 | 64.88 | |
| Self-consistency# Shots=Avg.2026.05 | 64.8 | |
| Single-order# Shots=102026.05 | 64.3 | |
| Single-order# Shots=Avg.2026.05 | 63.61 | |
| gpt-oss-120BShots=100, Prompting Strategy=CoT2026.05 | 60 | |
| Reasoning# Shots=1002026.05 | 60 | |
| Reasoning# Shots=502026.05 | 59.8 | |
| Reasoning# Shots=Avg.2026.05 | 57.59 | |
| gpt-oss-120BShots=10, Prompting Strategy=CoT2026.05 | 55.97 | |
| Reasoning# Shots=102026.05 | 55.97 | |
| gpt-oss-120BShots=0, Prompting Strategy=CoT2026.05 | 54.59 | |
| Reasoning# Shots=02026.05 | 54.59 | |
| Self-consistency# Shots=02026.05 | 51.94 | |
| LLM-MvPShots=02026.05 | 51.03 | |
| LLM-MvP# Shots=02026.05 | 51.03 | |
| Single-order# Shots=02026.05 | 50.1 | |
| ChatABSAShots=102026.05 | 47 | |
| Gemma-3-27BShots=0, Prompting Strategy=SC2026.05 | 45.51 | |
| ChatABSAShots=02026.05 | 41.28 |