FiQA

Benchmarks

Task Name	Dataset Name	SOTA Result
Financial Question Answering	FiQA	Accuracy82.7	85
RAG Leakage Attack	FIQA	CCL66.8	72
Retrieval Attack Defense	FiQA	ASR0	70
End-to-End Defense in RAG	FiQA	ASR0	63
Information Retrieval	FIQA BEIR (test)	nDCG@1093.19	44
Adversarial Attack on RAG	FiQA	SASR98.47	24
Information Retrieval	FIQA	MRR54	22
Information Retrieval	FiQA	NDCG@10 (Dense)0.479	21
Passage Reranking	FiQA BEIR	NDCG@1029.88	19
Information Retrieval	FiQA	Faithfulness79	18
Information Retrieval	FiQA	nDCG@1055.6	16
Information Retrieval	FiQA benign retrieval	Success Rate (SR)79	16
Privacy-utility tradeoff	FIQA	Leakage8.48	16
Document Retrieval	FiQA BEIR 2018	Delta nDCG@101.36	15
Information Retrieval	FiQA 2018 (test)	NDCG@100.6197	14
Question Answering Retrieval	FiQA	nDCG@1038.6	9
Vector Linking	FiQA	Precision79.8	8
AI-generated text detection	FiQA	AUROC79.67	7
RAG Utility Evaluation	FiQA	Hit Rate49.4	7
Question Answering	FiQA	Answerability Rate100	6
Financial Question Answering	FIQA Synthetic NIID 1.0 (test)	Win Rate82.1	6
Financial Question Answering	FIQA Synthetic IID 1.0 (test)	Win Rate72.1	6
Adversarial Attack	FiQA 2018	Contriever86.54	6
Information Retrieval	FiQA 2018	Accuracy42.05	6
FAQ matching	FiQA	Top-1 Accuracy61.2	5

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