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Timeline Summarization research benchmarks · SOTA2 Research

Timeline Summarization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

TimelineReasoner

10.8Align R-1

24

Jun 12, 2026

TimelineReasoner

36.31Concat F1 (ROUGE-1)

13

May 14, 2026

10.31Align R-1

13

May 14, 2026

12AR-1

11

Jun 12, 2026

Entities (test)

7.5AR-1

9

Jun 12, 2026

Social media mental health timeline dataset (test)

3.35Factual Consistency

3

Feb 26, 2026

Human Evaluation Set

67.74Faithfulness

2

Jun 12, 2026

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T17 Human Evaluation set Social media mental health timeline dataset Entities Crisis

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