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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–50 of 88 papers

TitleStatusHype
tieval: An Evaluation Framework for Temporal Information Extraction SystemsCode1
Extracting or Guessing? Improving Faithfulness of Event Temporal Relation Extraction—0
DCT-Centered Temporal Relation Extraction—0
RSGT: Relational Structure Guided Temporal Relation Extraction—0
Distilling Multi-Scale Knowledge for Event Temporal Relation Extraction—0
Ensemble-based Fine-Tuning Strategy for Temporal Relation Extraction from the Clinical Narrative—0
Exploring Text Representations for Generative Temporal Relation Extraction—0
0/1 Deep Neural Networks via Block Coordinate Descent—0
Are Transformers Effective for Time Series Forecasting?Code4
Selecting Optimal Context Sentences for Event-Event Relation ExtractionCode1
Temporal Relation Extraction with a Graph-Based Deep Biaffine Attention Model—0
Context-Dependent Semantic Parsing for Temporal Relation Extraction—0
Cross-Document Temporal Relation Extraction with Temporal Anchoring Events—0
Fine-grained Temporal Relation Extraction with Ordered-Neuron LSTM and Graph Convolutional Networks—0
Utilizing Relative Event Time to Enhance Event-Event Temporal Relation ExtractionCode1
VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text UnderstandingCode0
Extracting Event Temporal Relations via Hyperbolic GeometryCode1
TIMERS: Document-level Temporal Relation Extraction—0
Open Temporal Relation Extraction for Question Answering—0
EntityBERT: Entity-centric Masking Strategy for Model Pretraining for the Clinical Domain—0
Extracting Temporal Event Relation with Syntax-guided Graph TransformerCode0
Learning Transferable Visual Models From Natural Language SupervisionCode2
EventPlus: A Temporal Event Understanding PipelineCode1
Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global InferenceCode1
Distinguishing Between Foreground and Background Events in News—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-4o (CoT)Text Score59.2—Unverified
2GPT-4oText Score54—Unverified
3Qwen2-VL-72BText Score50.4—Unverified
4LLaVA-OneVision-Qwen2-72BText Score48.4—Unverified
5LLaVA-OneVision-Qwen2-7BText Score41.6—Unverified
6Qwen2-VL-7BText Score40.2—Unverified
7Gemini-1.5-Pro (CoT)Text Score37—Unverified
8VideoLLaMA2-72BText Score36.2—Unverified
9Gemini-1.5-ProText Score35.8—Unverified
10Claude 3.5 SonnetText Score32.8—Unverified