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 1–25 of 88 papers

TitleStatusHype
MiniCPM-V: A GPT-4V Level MLLM on Your PhoneCode12
Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any ResolutionCode11
ImageBind: One Embedding Space To Bind Them AllCode5
VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMsCode5
Video-LLaVA: Learning United Visual Representation by Alignment Before ProjectionCode4
Are Transformers Effective for Time Series Forecasting?Code4
LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic AlignmentCode4
Gemini 1.5: Unlocking multimodal understanding across millions of tokens of contextCode3
MA-LMM: Memory-Augmented Large Multimodal Model for Long-Term Video UnderstandingCode3
Learning Transferable Visual Models From Natural Language SupervisionCode2
VTimeLLM: Empower LLM to Grasp Video MomentsCode2
Effective Distant Supervision for Temporal Relation ExtractionCode1
Back to the Future: Towards Explainable Temporal Reasoning with Large Language ModelsCode1
Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global InferenceCode1
EventPlus: A Temporal Event Understanding PipelineCode1
Utilizing Relative Event Time to Enhance Event-Event Temporal Relation ExtractionCode1
Selecting Optimal Context Sentences for Event-Event Relation ExtractionCode1
tieval: An Evaluation Framework for Temporal Information Extraction SystemsCode1
Extracting Event Temporal Relations via Hyperbolic GeometryCode1
An Improved Neural Baseline for Temporal Relation Extraction—0
Event Temporal Relation Extraction based on Retrieval-Augmented on LLMs—0
Ensemble-based Fine-Tuning Strategy for Temporal Relation Extraction from the Clinical Narrative—0
Beyond Pairwise: Global Zero-shot Temporal Graph Generation—0
Event Temporal Relation Extraction with Bayesian Translational Model—0
Attention Neural Model for Temporal Relation Extraction—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