SOTA Temporal Question Answering benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
LoCoMo	ShardMemo	F10.6634	85	8d ago
TimeQA Hard	DeepSeek-V3-AdapTime	EM77.7	25	1mo ago
LoCoMo Temporal (test)		F1 Score44.09	24	3mo ago
TransientTables (test)	Gemini-2.0-Flash	EM80.39	24	3mo ago
TimeQA Easy		R-163.4	20	3mo ago
TimeQA Easy-mode	DeepSeek-V3-AdapTime	Exact Match (EM)85.4	18	1mo ago
TIME QUESTIONS 1.0 (test)	QUASAR	P@175.4	18	3mo ago
TempReason OBQA-L3	DeepSeek-V3-AdapTime	Exact Match (EM)49.8	17	1mo ago
TempReason OBQA-L2	DeepSeek-V3-AdapTime	EM48	17	1mo ago
LoCoMo Temporal	LightMem	F159.76	12	2mo ago
TimeQA Hard v1	CoT+RL pipeline	R-10.504	12	3mo ago
TimeQA Easy v1	CoT+RL pipeline	R-1 Score58	12	3mo ago
TIQ 1.0 (test)	FAITH	P@10.491	10	3mo ago
TimeQA	Hybrid-Passage	Nugget R@2049.7	9	1mo ago
ReasonQA Multi-hop	T5-large PIT-SFT	Set Accuracy85	7	3mo ago
ReasonQA Single-hop	T5-large PIT-SFT	Set Accuracy95.1	7	3mo ago
ActivityNet RTL	LITA	Score44	5	3mo ago
TRACIE Unstructured	Neuro-symbolic (w/o PIS)	Accuracy50.3	4	27d ago
TimeX-NLI Semi-structured	PIS	Accuracy75.1	4	27d ago
TempReason Structured		Accuracy100	4	27d ago
Synthetic Structured		Accuracy100	4	27d ago
ArchivalQA	AdapTime	Accuracy32.2	4	1mo ago
TIMEQUESTIONS (test)	EXAQT	P@1 (Overall)56.5	4	3mo ago
FreshQA	B1 entropy	AUROC0.657	2	2mo ago
MultiTQ	-	-	0	3mo ago

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