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Question Answering on Scientific QA (Base setting)

56.19F1 Score

DeepEra

Updated 3d ago

Evaluation Results

Method	Links
DeepEra 2026.01		56.19	54.86	58.54	4.3
RankGPT 2026.01		51.95	51.02	50.92	4
VicunaReranker 2026.01		45.27	51.32	52.29	4.07
RankGPT 2026.01		45.15	35.41	57.12	3.65
Jina 2026.01		44.36	33.53	60.14	3.62
ZephyrReranker 2026.01		44.22	50.62	51.64	4.06
DeARrerank 2026.01		44.22	50.76	50.67	4.05
MonoT5 2026.01		43.88	50.63	50.69	3.96
DeARrerank 2026.01		43.47	41.61	60.94	3.69
limrank 2026.01		43.12	50	49.98	3.94
VicunaReranker 2026.01		42.84	41.2	59.18	3.66
MXBAI 2026.01		42.55	32.79	52.07	3.17
MonoT5 2026.01		42.55	40.7	60.31	3.63
BGE 2026.01		42.31	31.36	60.42	3.62
SPLADE 2026.01		42.12	31.38	59.84	3.64
ZephyrReranker 2026.01		41.74	39.77	59.29	3.64
BGE 2026.01		41.6	33.83	51.67	2.94
Jina 2026.01		41.6	38.98	47.88	3.44
BCE 2026.01		41.37	30.07	60.79	3.64
ColBERT 2026.01		41.33	30.43	60.38	3.62
DeepEra 2026.01		41.11	30.2	60.35	3.67
TwoLAR 2026.01		40.75	31.26	50.79	3.01
RankT5 2026.01		40.61	32.83	51.05	2.93
MiniLM 2026.01		40.57	31.75	49.47	2.72
ColBERT 2026.01		40.53	31.92	50.79	2.85
MXBAI 2026.01		40.11	29.95	61.17	3.69
TwoLAR 2026.01		40.01	29.74	61.36	3.66
In-Ranker 2026.01		39.6	31.19	50.56	2.93
MiniLM 2026.01		39.56	28.52	61.39	3.63
BCE 2026.01		39.29	31.67	50.79	2.86
RankT5 2026.01		39.02	28.68	60.67	3.61
SPLADE 2026.01		38.82	30.93	50.31	2.69
In-Ranker 2026.01		38.42	29.11	60.25	3.68
LLM2Vec 2026.01		38.4	31.23	50.73	2.88
limrank 2026.01		37.15	35.66	54.15	3.44
LLM2Vec 2026.01		36.99	27.67	59.37	3.62
ListT5 2026.01		24.21	24.01	14.48	1.54
ListT5 2026.01		20.92	24.81	22.34	1.53