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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–60 of 88 papers

Title	Date	Tasks	Status	Hype
Effective Distant Supervision for Temporal Relation Extraction	Oct 24, 2020	RelationRelation Extraction	CodeCode Available	1
Joint Constrained Learning for Event-Event Relation Extraction	Oct 13, 2020	Event Relation ExtractionRelation	—Unverified	0
Domain Knowledge Empowered Structured Neural Net for End-to-End Event Temporal Relation Extraction	Sep 15, 2020	Natural Language UnderstandingRelation	CodeCode Available	0
A BERT-based One-Pass Multi-Task Model for Clinical Temporal Relation Extraction	Jul 1, 2020	Multi-Task LearningRelation	—Unverified	0
Robustly Pre-trained Neural Model for Direct Temporal Relation Extraction	Apr 13, 2020	Language ModelingLanguage Modelling	—Unverified	0
Deep Structured Neural Network for Event Temporal Relation Extraction	Sep 22, 2019	RelationRelation Extraction	CodeCode Available	0
Joint Event and Temporal Relation Extraction with Shared Representations and Structured Prediction	Sep 2, 2019	Event ExtractionJoint Event and Temporal Relation Extraction	—Unverified	0
An Improved Neural Baseline for Temporal Relation Extraction	Sep 1, 2019	Common Sense ReasoningNatural Language Understanding	—Unverified	0
Temporal Reasoning Graph for Activity Recognition	Aug 27, 2019	Action RecognitionActivity Recognition	—Unverified	0
Is artificial data useful for biomedical Natural Language Processing algorithms?	Jul 1, 2019	Relation ExtractionTemporal Relation Extraction	—Unverified	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GPT-4o (CoT)	Text Score	59.2	—	Unverified
2	GPT-4o	Text Score	54	—	Unverified
3	Qwen2-VL-72B	Text Score	50.4	—	Unverified
4	LLaVA-OneVision-Qwen2-72B	Text Score	48.4	—	Unverified
5	LLaVA-OneVision-Qwen2-7B	Text Score	41.6	—	Unverified
6	Qwen2-VL-7B	Text Score	40.2	—	Unverified
7	Gemini-1.5-Pro (CoT)	Text Score	37	—	Unverified
8	VideoLLaMA2-72B	Text Score	36.2	—	Unverified
9	Gemini-1.5-Pro	Text Score	35.8	—	Unverified
10	Claude 3.5 Sonnet	Text Score	32.8	—	Unverified