RAG Evaluations in LlamaIndex

Multiple Domains Scenarios in ["zh"]

Embedding Models	WithoutReranker [hit_rate/mrr]	CohereRerank [hit_rate/mrr]	bge-reranker-large [hit_rate/mrr]	bge-reranker-v2-m3 [hit_rate/mrr]	bce-reranker-base_v1 [hit_rate/mrr]
OpenAI-ada-2	77.35/56.19	85.36/68.13	86.19/69.59	86.74/70.94	88.67/75.26
OpenAI-embed-3-small	84.53/62.51	90.06/70.70	89.78/71.83	91.16/73.72	92.54/78.36
OpenAI-embed-3-large	84.25/60.10	88.12/69.97	89.23/71.21	91.16/73.26	92.27/77.28
bge-large-zh-v1.5	84.81/61.90	89.50/69.81	89.50/71.07	90.61/73.11	92.82/77.64
bge-m3-large	87.57/65.01	91.16/71.39	91.44/72.03	93.09/74.02	94.75/79.46
CohereV3-multilingual	82.87/63.22	86.19/68.14	85.64/68.26	86.74/70.25	88.40/74.42
JinaAI-v2-Base-zh	78.45/56.80	84.81/67.33	84.81/68.14	85.64/69.92	88.12/75.09
gte-large-zh	77.35/55.33	85.36/67.06	85.08/68.83	85.91/70.08	87.85/74.79
e5-large-multilingual	87.02/65.26	89.78/70.73	90.33/71.51	90.88/73.74	92.82/78.69
bce-embedding-base_v1	83.70/62.90	92.27/71.94	92.27/72.79	92.54/75.11	95.03/79.57