Aspect-Sentiment-Query-Pair Extraction on FlightABSA
48.98F1 ScoreLA-ABSA w/ DLO
Evaluation results
| Method | Links | |
|---|---|---|
| LA-ABSA w/ DLOScenario=50 annotated examples, # Train=full2026.03 | 48.98 | |
| Gemma-3-27B ICLScenario=50 annotated examples, # Train=502026.03 | 48.37 | |
| LA-ABSA w/ ParaphraseScenario=50 annotated examples, # Train=full2026.03 | 47.16 | |
| LA-ABSA w/ DLOScenario=10 annotated examples, # Train=full2026.03 | 46.47 | |
| LA-ABSA w/ ParaphraseScenario=10 annotated examples, # Train=full2026.03 | 45.89 | |
| Gemma-3-27B ICLScenario=10 annotated examples, # Train=102026.03 | 45.24 | |
| LA-ABSA w/ DLOScenario=0 annotated examples, # Train=full2026.03 | 42.82 | |
| LA-ABSA w/ ParaphraseScenario=0 annotated examples, # Train=full2026.03 | 42.58 | |
| Gemma-3-27B (0-shot)Scenario=0 annotated examples, # Train=02026.03 | 42.37 |