Knowledge Retrieval on DailyDialog benchmark leaderboard · SOTA2 Research

Knowledge Retrieval on DailyDialog

84.29BERTScore Precision (avg)MCTS-Driven Knowledge Retrieval

Evaluation Results

Method
MCTS-Driven Knowledge Retrieval2025.11	84.29	85.05	84.65	89.1	89.43	88.9	-4.19	-2.85	80.32	83.78
MCTS-Driven Knowledge Retrieval2025.11	84.29	85.05	84.65	89.1	89.43	88.9	-4.19	-2.85	80.32	83.78
MCTS-Driven Knowledge Retrieval2025.11	84.23	85.04	84.62	88.19	88.91	88.31	-4.02	-2.98	80.15	83.06
MCTS-Driven Knowledge Retrieval2025.11	84.23	85.04	84.62	88.19	88.91	88.31	-4.02	-2.98	80.15	83.06
Instructor2025.11	84.22	84.1	84.19	86.23	86.48	86.19	-4.03	-3.21	80.29	82.54
Instructor2025.11	84.22	84.1	84.19	86.23	86.48	86.19	-4.03	-3.21	80.29	82.54
GTE2025.11	84.07	84.5	84.13	86.07	86.5	86.13	-4.09	-3.2	80.26	82.53
GTE2025.11	84.07	84.5	84.13	86.07	86.5	86.13	-4.09	-3.2	80.26	82.53
DPR2025.11	83.62	84.72	84.15	84.51	86.25	85.22	-4.39	-3.64	80.06	81.74
DPR2025.11	83.62	84.72	84.15	84.51	86.25	85.22	-4.39	-3.64	80.06	81.74
Contriever2025.11	83.38	84.07	83.71	85.74	86.81	86.11	-4.15	-3.28	80.24	81.98
Contriever2025.11	83.38	84.07	83.71	85.74	86.81	86.11	-4.15	-3.28	80.24	81.98
MCTS-Driven Knowledge Retrieval2025.11	80.76	84.79	82.73	81.92	85.63	83.57	-4.63	-4.27	77.23	78.08
MCTS-Driven Knowledge Retrieval2025.11	80.76	84.79	82.73	81.92	85.63	83.57	-4.63	-4.27	77.23	78.08
SBERT2025.11	80.25	80.77	80.5	82.1	82.64	82.16	-4.94	-3.73	76.91	79.62
SBERT2025.11	80.25	80.77	80.5	82.1	82.64	82.16	-4.94	-3.73	76.91	79.62