Financial Question Answering

Benchmarks

Dataset Name	SOTA Method	Metric
FiQA	Ours	Accuracy82.7	85	3mo ago
FinQA (test)	EEDP	Accuracy76.05	57	2mo ago
FinQA	TaNOS	Accuracy83.46	30	16d ago
TATQA 1.0 (test)	Program-of-Thoughts (PoT)	Accuracy89.99	30	3mo ago
FinVQA text-only (test)	Qwen3-VL-32B-Instruct	Accuracy (English)77.8	27	20d ago
FinanceIQ	Re-TASK (Full)	Accuracy (%)73.6	27	3mo ago
S&P 500 benchmark	STOCK-R1-8B	Forecast QA Score56.78	14	12d ago
TAT-QA (test)	FinAgent-RAG	Execution Accuracy74.96	9	26d ago
ConvFinQA (test)	FinAgent-RAG	Execution Accuracy78.46	9	26d ago
FinanceBench	BRANE	Cost Saving89.1	8	7d ago
FinanceQA	DMind-3	Score70.3	6	3mo ago
FIQA Synthetic NIID 1.0 (test)	FedDQC	Win Rate82.1	6	3mo ago
FIQA Synthetic IID 1.0 (test)	FedDQC	Win Rate72.1	6	3mo ago
MultiFinRAG Total	MultiFinRAG	Accuracy75.3	5	1mo ago
MultiFinRAG Text+Image Table-based	MultiFinRAG	Accuracy40	5	1mo ago
MultiFinRAG Table-based split	MultiFinRAG	Accuracy69.4	5	1mo ago
MultiFinRAG Image-based	MultiFinRAG	Accuracy66.7	5	1mo ago
MultiFinRAG Text-based	MultiFinRAG	Accuracy90.4	5	1mo ago
FinanceBench (test)		ROUGE-L20	4	3mo ago
FinQA	Static Workflow	Accuracy75	3	1d ago
FinDER Mean	Hybrid Document-Routed Retrieval	Average Score7.54	3	2mo ago
FinDER Group 05	Hybrid Document-Routed Retrieval	Average Score7.39	3	2mo ago
FinDER Group 04	Hybrid Document-Routed Retrieval	Average Score7.72	3	2mo ago
FinDER Group 03	Hybrid Document-Routed Retrieval	Average Score7.39	3	2mo ago
FinDER Group 02	Hybrid Document-Routed Retrieval	Average Score7.76	3	2mo ago

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