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MMDocIR dataset and benchmarks · SOTA2 Research

Research Datasets

MMDocIR

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Page-level reranking

MMDocIR 1.0 (test)

92.6Recall (Resolution)

24

MMDocIR 1.0 (full)

64.7Macro R@1

15

Layout Retrieval

MMDocIR 1.0 (full)

39Macro Recall@1

13

Multimodal Document Information Retrieval

MMDocIR (test)

70.1Macro Recall@1

13

Multimodal Page-level Reranking

MMDocIR v1 (test)

69.2Recall@1

10

Scientific literature retrieval

MMDocIR Scientific (test)

60Recall@1

8

Multimodal Document Re-ranking

MMDocIR (test)

100Parse Rate

5

Multimodal Reranking

MMDocIR (test)

180.2Vision Latency (ms)

5

Popular tasks

Multimodal Document Information Retrieval Multimodal Reranking Scientific literature retrieval Page-level reranking Multimodal Page-level Reranking

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