Scientific Document Retrieval on DORIS-MAE (test) benchmark leaderboard · SOTA2 Research

Scientific Document Retrieval on DORIS-MAE (test)

13.08M@10CCQGen

Evaluation Results

Method	Links
CCQGen2026.01		13.08	—	—	15.77	50.89	63.31	27.83	29.43
CCQGen2026.01		12.67	—	—	15.36	49.83	63.27	26.97	28.83
CCExpand2026.01		12.66	27.3	28.71	15.3	48.02	61.55	—	—
CCExpand--2026.01		12.53	27.12	28.1	15.03	47.55	61.14	—	—
CCQGen2026.01		12.47	—	—	15.46	50.64	63.04	26.81	29.32
CCQGen2026.01		12.26	—	—	15.2	49.88	62.65	26.34	28.91
Retriever2026.01		11.77	26.03	27.07	14.22	45.09	58.77	—	—
no Fine-Tune2026.01		11.77	—	—	14.22	45.09	58.77	26.03	27.07
Pair-wise generation2026.01		11.77	—	—	14.45	48.09	59.47	25.41	27.53
Pair-wise generation2026.01		11.63	—	—	14.42	48.85	61.48	25.23	27.82
Promptgator2026.01		11.61	—	—	14.18	47.18	59.61	25.26	27.24
GenQ2026.01		11.52	—	—	13.96	45.98	58.05	24.96	26.47
Promptgator_diverse2026.01		11.43	—	—	14.06	46.45	59.51	24.61	26.9
GRF2026.01		11.34	25.38	27.12	13.93	46.02	59.5	—	—
Promptgator2026.01		11.31	—	—	13.98	48.51	60.64	24.79	27.13
Promptgator_diverse2026.01		11.21	—	—	14.01	48.43	61.02	24.69	27.33
Doc exp. (Ours)2026.01		11.2	24.83	26.62	13.78	45.69	59.63	—	—
CCExpand2026.01		10.65	23.62	25.17	12.85	44.4	57.44	—	—
Doc exp. (BestQGen)2026.01		10.59	24.03	25.05	12.77	42.8	55.54	—	—
GenQ2026.01		10.45	—	—	12.87	44.12	56.13	23.38	25.25
CCExpand--2026.01		9.93	22.5	24.35	12.21	44.02	56.74	—	—
Retriever2026.01		9.42	21.21	22.83	11.47	41.82	54.41	—	—
no Fine-Tune2026.01		9.42	—	—	11.47	41.82	54.41	21.21	22.83
GRF2026.01		9.03	20.29	22.65	11.22	43.94	56.89	—	—
Doc exp. (Ours)2026.01		8.77	20.52	22.27	10.9	40.63	53.3	—	—
Doc exp. (BestQGen)2026.01		8.31	20.16	21.46	10.18	40.49	54.02	—	—