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

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Showing 1–50 of 88 papers

TitleStatusHype
Temporal Relation Extraction in Clinical Texts: A Span-based Graph Transformer Approach—0
Beyond Pairwise: Global Zero-shot Temporal Graph Generation—0
Prompting Large Language Models for Clinical Temporal Relation Extraction—0
Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any ResolutionCode11
Only One Relation Possible? Modeling the Ambiguity in Event Temporal Relation Extraction—0
LLaVA-OneVision: Easy Visual Task TransferCode0
MiniCPM-V: A GPT-4V Level MLLM on Your PhoneCode12
InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and OutputCode0
TemPrompt: Multi-Task Prompt Learning for Temporal Relation Extraction in RAG-based Crowdsourcing Systems—0
Analysing zero-shot temporal relation extraction on clinical notes using temporal consistencyCode0
VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMsCode5
MA-LMM: Memory-Augmented Large Multimodal Model for Long-Term Video UnderstandingCode3
Event Temporal Relation Extraction based on Retrieval-Augmented on LLMs—0
Gemini 1.5: Unlocking multimodal understanding across millions of tokens of contextCode3
VTimeLLM: Empower LLM to Grasp Video MomentsCode2
Video-LLaVA: Learning United Visual Representation by Alignment Before ProjectionCode4
TIMELINE: Exhaustive Annotation of Temporal Relations Supporting the Automatic Ordering of Events in News ArticlesCode0
Extraction of Medication and Temporal Relation from Clinical Text using Neural Language ModelsCode0
LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic AlignmentCode4
Back to the Future: Towards Explainable Temporal Reasoning with Large Language ModelsCode1
More than Classification: A Unified Framework for Event Temporal Relation ExtractionCode0
ImageBind: One Embedding Space To Bind Them AllCode5
Zero-shot Temporal Relation Extraction with ChatGPT—0
End-to-End Temporal Relation Extraction in the Clinical DomainCode0
Event Temporal Relation Extraction with Bayesian Translational Model—0
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