SOTAVerified

Temporal Relation Extraction

Temporal relation extraction systems aim to identify and classify the temporal relation between a pair of entities provided in a text. For instance, in the sentence "Bob sent a message to Alice while she was leaving her birthday party." one can infer that the actions "sent" and "leaving" entails a temporal relation that can be described as "simultaneous".

Papers

Showing 7688 of 88 papers

TitleStatusHype
More than Classification: A Unified Framework for Event Temporal Relation ExtractionCode0
End-to-End Temporal Relation Extraction in the Clinical DomainCode0
TIMELINE: Exhaustive Annotation of Temporal Relations Supporting the Automatic Ordering of Events in News ArticlesCode0
Structured Learning for Temporal Relation Extraction from Clinical RecordsCode0
TempEval-3: Evaluating Events, Time Expressions, and Temporal RelationsCode0
Deep Structured Neural Network for Event Temporal Relation ExtractionCode0
Word-Level Loss Extensions for Neural Temporal Relation ClassificationCode0
Extraction of Medication and Temporal Relation from Clinical Text using Neural Language ModelsCode0
Domain Knowledge Empowered Structured Neural Net for End-to-End Event Temporal Relation ExtractionCode0
VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text UnderstandingCode0
CATENA: CAusal and TEmporal relation extraction from NAtural language textsCode0
Extracting Temporal Event Relation with Syntax-guided Graph TransformerCode0
Analysing zero-shot temporal relation extraction on clinical notes using temporal consistencyCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-4o (CoT)Text Score59.2Unverified
2GPT-4oText Score54Unverified
3Qwen2-VL-72BText Score50.4Unverified
4LLaVA-OneVision-Qwen2-72BText Score48.4Unverified
5LLaVA-OneVision-Qwen2-7BText Score41.6Unverified
6Qwen2-VL-7BText Score40.2Unverified
7Gemini-1.5-Pro (CoT)Text Score37Unverified
8VideoLLaMA2-72BText Score36.2Unverified
9Gemini-1.5-ProText Score35.8Unverified
10Claude 3.5 SonnetText Score32.8Unverified