Timeline Summarization
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Benchmarks
MTS
Most implemented
Unfolding the Headline: Iterative Self-Questioning for News Retrieval and Timeline Summarization
Just What You Desire: Constrained Timeline Summarization with Self-Reflection for Enhanced Relevance
DTELS: Towards Dynamic Granularity of Timeline Summarization
Follow the Timeline! Generating Abstractive and Extractive Timeline Summary in Chronological Order
Timeline Summarization based on Event Graph Compression via Time-Aware Optimal Transport
Examining the State-of-the-Art in News Timeline Summarization
Papers
NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning
The rapid updates of online news make tracking event developments challenging, highlighting the need for timeline summarization (TLS). Hallucinations, where LLM-generated content deviates from source news, still remain a…
Timeline SummarizationLarge Language Model-Powered Query-Driven Event Timeline Summarization in Industrial Search
Understanding how events evolve over time is essential for search engines handling queries about trending news. We present QDET (Query-Driven Event Timeline Summarization), a production system deployed on Baidu Search th…
Timeline SummarizationReinforcement LearningTimelineReasoner: Advancing Timeline Summarization with Large Reasoning Models
The proliferation of online news poses a challenge to extracting structured timelines from unstructured content. While recent studies have shown that Large Language Models (LLMs) can assist Timeline Summarization (TLS), …
Timeline SummarizationRadTimeline: Timeline Summarization for Longitudinal Radiological Lung Findings
Tracking findings in longitudinal radiology reports is crucial for accurately identifying disease progression, and the time-consuming process would benefit from automatic summarization. This work introduces a structured …
Timeline SummarizationHistoryBankQA: Multilingual Temporal Question Answering on Historical Events
Temporal reasoning about historical events is a critical skill for NLP tasks like event extraction, historical entity linking, temporal question answering, timeline summarization, temporal event clustering and temporal n…
Natural Language UnderstandingNatural Language InferenceTimeline SummarizationQuestion AnsweringWho's important? -- SUnSET: Synergistic Understanding of Stakeholder, Events and Time for Timeline Generation
As news reporting becomes increasingly global and decentralized online, tracking related events across multiple sources presents significant challenges. Existing news summarization methods typically utilizes Large Langua…
Timeline Summarization