Visual Document Retrieval on IRPAPERS

74.8NDCG@5

NemColEmbed V2 8B

Updated 2d ago

Evaluation Results

Method	Links
NemColEmbed V2 8B 2026.05		74.8
GME-Qwen2-7B 2026.05		68.7
Qwen3-VL-Emb-2B 2026.05		66.9
BM25 (unstr.) 2026.05		65.7
V-SPLADE + BM25 (unstr.) 2026.05		64.6
V-SPLADE + BiModernVBERT + BM25 (unstr.) 2026.05		64.1
ColModernVBERT 2026.05		62.6
ColPali 2026.05		58.6
BGE-M3 (unstr.) 2026.05		55.7
V-SPLADE + BiModernVBERT 2026.05		55.7
V-SPLADE quality 2026.05		54
ColFlor 2026.05		52.5
V-SPLADE efficient 2026.05		47.1
BM25 (caption) 2026.05		38.4
E5-V 2026.05		37.2
BGE-M3 (caption) 2026.05		37
BiModernVBERT 2026.05		31.8
Jina CLIP v2 2026.05		26.6
VLM2Vec 2026.05		17.1
SigLIP2-L 2026.05		13
JSDO-Sparse 2026.05		2.6
D2S 2026.05		0.6