Share your thoughts, 1 month free Claude Pro on usSee more

Target-Aspect-Sentiment Detection on FlightABSA

73.36F1 Score

LLM

Updated 6d ago

Evaluation Results

Method	Links
LLM 2026.05		73.36
LLM-MvP 2026.05		70.11
Para. 2026.05		69.74
MvP 2026.05		68.67
LLM-MvP 2026.05		68.36
Self-consistency 2026.05		68.11
Single-order 2026.05		67.59
Self-consistency 2026.05		67.13
Single-order 2026.05		66.38
Gemma-3-27B ICL 2026.03		64.6
Reasoning 2026.05		63.09
LA-ABSA w/ DLO 2026.03		62.57
LA-ABSA w/ Paraphrase 2026.03		62.47
LLM-MvP 2026.05		62.22
Reasoning 2026.05		61.43
LA-ABSA w/ DLO 2026.03		61.4
Gemma-3-27B ICL 2026.03		60.36
LLM-MvP 2026.05		59.95
LA-ABSA w/ Paraphrase 2026.03		59.87
Reasoning 2026.05		59.37
Self-consistency 2026.05		59.29
Single-order 2026.05		59.27
Self-consistency 2026.05		58.96
Reasoning 2026.05		58.62
Single-order 2026.05		57.79
Reasoning 2026.05		54.34
LA-ABSA w/ Paraphrase 2026.03		52.1
Gemma-3-27B (0-shot) 2026.03		51.81
LA-ABSA w/ DLO 2026.03		51.75
Self-consistency 2026.05		41.31
LLM-MvP 2026.05		39.11
Single-order 2026.05		37.93