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Time Series Question Answering research benchmarks · SOTA2 Research

Time Series Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

TSQA 1.0 (test)

OpenTSLM SoftPrompt (Llama3.2-1B)

97.5F1 Score

21

Feb 26, 2026

59.33Understanding Score

10

Feb 26, 2026

TimeSeriesExam (Hard)

85.5Accuracy

6

Mar 17, 2026

TimeSeriesExam Easy

87.3Accuracy

6

Mar 17, 2026

TimeSeriesExam synthetic (test)

42.6Anomaly Detection

3

Feb 26, 2026

CaTS-Bench real-world

Qwen2.5-Instruct-7B

69Caption Retrieval

3

Feb 26, 2026

72.1FinanceQA (7D) Acc

3

Feb 26, 2026

Popular datasets

TimeSeriesExam MTBench TSQA TimeMQA CaTS-Bench

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