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Question Answering on CUAD (ANLS, ROUGE-L, METEOR)

0.2498ANLSStructure-based chunking
-0.9102086.91984614.749922.579954Apr 14, 2026Apr 15, 2026Apr 16, 2026Apr 17, 2026

Evaluation results

MethodLinks
Structure-based chunkingtop-k={1, 4}, Models=Llama-3.2-3B, Mistral-8B, Qwen-2.5-7B (averaged)2026.040.249815.5615.91
Length chunkingtop-k={1, 4}, Models=Llama-3.2-3B, Mistral-8B, Qwen-2.5-7B (averaged)2026.040.258516.7716.62
Semantic chunkingtop-k={1, 4}, Models=Llama-3.2-3B, Mistral-8B, Qwen-2.5-7B (averaged)2026.040.259314.9114.68
Perplexity chunkingtop-k={1, 4}, Models=Llama-3.2-3B, Mistral-8B, Qwen-2.5-7B (averaged)2026.040.264116.4615.24
LumberChunkertop-k={1, 4}, Models=Llama-3.2-3B, Mistral-8B, Qwen-2.5-7B (averaged)2026.040.265716.316.5
MultiDocFusiontop-k={1, 4}, Models=Llama-3.2-3B, Mistral-8B, Qwen-2.5-7B (averaged)2026.040.273817.6216.5
Structure-based chunkingtop-k={1, 2, 3, 4}, Readers=LLaVA-OneVision-1.5, InternVL-3.5, and Qwen2.5-VL, RAG protocol=shared corpus-level RAG protocol2026.0424.9815.5615.91
Length chunkingtop-k={1, 2, 3, 4}, Readers=LLaVA-OneVision-1.5, InternVL-3.5, and Qwen2.5-VL, RAG protocol=shared corpus-level RAG protocol2026.0425.8516.7716.62
Semantic chunkingtop-k={1, 2, 3, 4}, Readers=LLaVA-OneVision-1.5, InternVL-3.5, and Qwen2.5-VL, RAG protocol=shared corpus-level RAG protocol2026.0425.9314.9114.68
Perplexity chunkingtop-k={1, 2, 3, 4}, Readers=LLaVA-OneVision-1.5, InternVL-3.5, and Qwen2.5-VL, RAG protocol=shared corpus-level RAG protocol2026.0426.4116.4615.24
LumberChunkertop-k={1, 2, 3, 4}, Readers=LLaVA-OneVision-1.5, InternVL-3.5, and Qwen2.5-VL, RAG protocol=shared corpus-level RAG protocol2026.0426.5716.316.5
MultiDocFusiontop-k={1, 2, 3, 4}, Readers=LLaVA-OneVision-1.5, InternVL-3.5, and Qwen2.5-VL, RAG protocol=shared corpus-level RAG protocol2026.0427.3817.6216.5
M3DOCDEPtop-k={1, 2, 3, 4}, Readers=LLaVA-OneVision-1.5, InternVL-3.5, and Qwen2.5-VL, RAG protocol=shared corpus-level RAG protocol2026.0429.2519.7818.23