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Text Question Answering on RULER

70.7Accuracy

Text

Updated 23d ago

Evaluation Results

Method	Links
Text 2026.05		70.7
Jina-v4-MM 2026.05		68.4
BM25 2026.05		67.4
BGE-M3 2026.05		67
Jina-v4 2026.05		66.9
Qwen3-Emb 2026.05		66.9
BM25 2026.05		65.7
LensVLM 2026.05		65.5
Jina-v4 2026.05		65.3
Glyph 2026.05		64.9
BGE-M3 2026.05		63.4
LensVLM 2026.05		60.8
LensVLMSFT 2026.05		60.7
Qwen3-Emb 2026.05		60.3
Glyph 2026.05		58.6
ColPali 2026.05		56.6
LLMLingua-2 2026.05		56.1
LensVLMSFT 2026.05		55.1
Glyph 2026.05		54.8
BM25 2026.05		54.5
Jina-v4 2026.05		53.6
LensVLM 2026.05		52.7
BGE-M3 2026.05		51.3
Jina-v4-MM 2026.05		51.1
Qwen3-Emb 2026.05		49.8
ColPali 2026.05		48.3
LensVLMSFT 2026.05		48.1
Jina-v4-MM 2026.05		46.6
LLMLingua-2 2026.05		42
ColPali 2026.05		39.7
Base + Expand 2026.05		38.5
LLMLingua-2 2026.05		36.2
Comp. Image 2026.05		35.6
Base + Expand 2026.05		30.5
Base + Expand 2026.05		25.3
Comp. Image 2026.05		21.3
Comp. Image 2026.05		16.1