Knowledge Retrieval on Empathetic Dialogue (EMP) benchmark leaderboard · SOTA2 Research

Knowledge Retrieval on Empathetic Dialogue (EMP)

85.27BERTScore Precision (avg)MCTS-Driven Knowledge Retrieval

Evaluation Results

Method
MCTS-Driven Knowledge Retrieval2025.11	85.27	86.54	85.89	88.93	89.59	88.9	-3.71	-2.78	79.99	83
Instructor2025.11	84.84	85.26	85.11	88.49	89.04	88.73	-3.77	-2.82	79.6	82.48
MCTS-Driven Knowledge Retrieval2025.11	84.78	85.77	85.26	87.8	89.07	88.25	-3.92	-2.93	79.82	82.05
GTE2025.11	84.12	84.65	84.3	88.17	88.67	88.31	-3.93	-2.9	78.89	82.41
DPR2025.11	83.95	85.29	84.6	84.83	86.73	85.62	-4.07	-3.38	79.61	81.09
Contriever2025.11	83.5	84.43	83.96	87.32	88.12	87.97	-4.05	-3.22	78.43	81.87
SBERT2025.11	80.72	80.83	80.77	82.65	83.12	82.88	-4.56	-3.38	75.36	78.49
MCTS-Driven Knowledge Retrieval2025.11	80.21	85.35	82.74	81.43	85.98	83.32	-4.39	-3.87	77.32	79.01
MCTS-Driven Knowledge Retrieval2025.11	0.8527	0.8654	0.8589	0.8893	0.8959	0.889	-3.71	-2.78	0.7999	0.83
Instructor2025.11	0.8484	0.8526	0.8511	0.8849	0.8904	0.8873	-3.77	-2.82	0.796	0.8248
MCTS-Driven Knowledge Retrieval2025.11	0.8478	0.8577	0.8526	0.878	0.8907	0.8825	-3.92	-2.93	0.7982	0.8205
GTE2025.11	0.8412	0.8465	0.843	0.8817	0.8867	0.8831	-3.93	-2.9	0.7889	0.8241
DPR2025.11	0.8395	0.8529	0.846	0.8483	0.8673	0.8562	-4.07	-3.38	0.7961	0.8109
Contriever2025.11	0.835	0.8443	0.8396	0.8732	0.8812	0.8797	-4.05	-3.22	0.7843	0.8187
SBERT2025.11	0.8072	0.8083	0.8077	0.8265	0.8312	0.8288	-4.56	-3.38	0.7536	0.7849
MCTS-Driven Knowledge Retrieval2025.11	0.8021	0.8535	0.8274	0.8143	0.8598	0.8332	-4.39	-3.87	0.7732	0.7901