Aspect Sentiment Quad Prediction on HOTELS benchmark leaderboard · SOTA2 Research

Aspect Sentiment Quad Prediction on HOTELS

56.54F1 ScoreLLM

Evaluation Results

Method	Links
LLM2026.05		56.54
LLM-MvP2026.05		55.11
MvP2026.05		55.03
Para.2026.05		53.87
LLM-MvP2026.05		53.2
Self-consistency2026.05		51.69
Self-consistency2026.05		49.88
Single-order2026.05		49.66
LLM-MvP2026.05		48.8
Single-order2026.05		47.74
Self-consistency2026.05		47.47
LLM-MvP2026.05		46.48
Single-order2026.05		44.27
Self-consistency2026.05		42.84
Reasoning2026.05		42.3
Reasoning2026.05		42.26
Single-order2026.05		40.15
Reasoning2026.05		39.91
Reasoning2026.05		39.27
Reasoning2026.05		32.61
LLM-MvP2026.05		28.83
Self-consistency2026.05		22.32
Single-order2026.05		18.91