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Papers Benchmarks Datasets Tasks

FiQA dataset and benchmarks · SOTA2 Research

Research Datasets

FiQA

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Financial Question Answering

FiQA

82.7Accuracy

85

RAG Leakage Attack

FIQA

66.8CCL

72

Retrieval Attack Defense

FiQA

0ASR

70

End-to-End Defense in RAG

FiQA

0ASR

63

Information Retrieval

FIQA BEIR (test)

93.19nDCG@10

44

Adversarial Attack on RAG

FiQA

98.47SASR

24

Information Retrieval

FIQA

54MRR

22

Information Retrieval

FiQA

0.479NDCG@10 (Dense)

21

Passage Reranking

FiQA BEIR

29.88NDCG@10

19

Information Retrieval

FiQA

79Faithfulness

18

Information Retrieval

FiQA

55.6nDCG@10

16

Information Retrieval

FiQA benign retrieval

79Success Rate (SR)

16

Privacy-utility tradeoff

FIQA

8.48Leakage

16

Document Retrieval

FiQA BEIR 2018

1.36Delta nDCG@10

15

Information Retrieval

FiQA 2018 (test)

0.62NDCG@10

14

Information Retrieval

FiQA NanoBEIR (test)

0.528NDCG@10

12

Question Answering Retrieval

FiQA

38.6nDCG@10

9

False Detection Rate Evaluation

FiQA

0FDR

8

FiQA

79.8Precision

8

AI-generated text detection

FiQA

79.67AUROC

7

RAG Utility Evaluation

FiQA

49.4Hit Rate

7

Question Answering

FiQA

100Answerability Rate

6

Financial Question Answering

FIQA Synthetic NIID 1.0 (test)

82.1Win Rate

6

Financial Question Answering

FIQA Synthetic IID 1.0 (test)

72.1Win Rate

6

Adversarial Attack

FiQA 2018

86.54Contriever

6

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