Temporal Relation Extraction

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 32 papers with code (88 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Learning Transferable Visual Models From Natural Language Supervision
  26 Feb 2021 82 repositories listed Syntology ran 16 of 20 samples · 4 unverified · 16 pointer-only (licence)
  State-of-the-art computer vision systems are trained to predict a fixed set of predetermined object categories.
• Are Transformers Effective for Time Series Forecasting?
  26 May 2022 10 repositories listed Syntology ran 13 of 19 samples · 6 unverified · 13 pointer-only (licence)
  Recently, there has been a surge of Transformer-based solutions for the long-term time series forecasting (LTSF) task.
• Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution
  18 Sep 2024 8 repositories listed Syntology ran 8 of 12 samples · 4 unverified
  We present the Qwen2-VL Series, an advanced upgrade of the previous Qwen-VL models that redefines the conventional predetermined-resolution approach in visual processing.
• Video-LLaVA: Learning United Visual Representation by Alignment Before Projection
  16 Nov 2023 6 repositories listed Syntology ran 4 of 7 samples · 3 unverified · 1 pointer-only (licence)
  In this work, we unify visual representation into the language feature space to advance the foundational LLM towards a unified LVLM.
• LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment
  3 Oct 2023 6 repositories listed Syntology ran 7 of 14 samples · 7 unverified
  We thus propose VIDAL-10M with Video, Infrared, Depth, Audio and their corresponding Language, naming as VIDAL-10M.
• VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs
  11 Jun 2024 3 repositories listed Syntology ran 7 of 17 samples · 10 unverified
  In this paper, we present the VideoLLaMA 2, a set of Video Large Language Models (Video-LLMs) designed to enhance spatial-temporal modeling and audio understanding in video and audio-oriented tasks.
• ImageBind: One Embedding Space To Bind Them All
  9 May 2023 3 repositories listed Syntology ran 24 of 34 samples · 10 unverified · 32 pointer-only (licence)
  We show that all combinations of paired data are not necessary to train such a joint embedding, and only image-paired data is sufficient to bind the modalities together.
• LLaVA-OneVision: Easy Visual Task Transfer
  6 Aug 2024 2 repositories listed
  We present LLaVA-OneVision, a family of open large multimodal models (LMMs) developed by consolidating our insights into data, models, and visual representations in the LLaVA-NeXT blog series.
• MiniCPM-V: A GPT-4V Level MLLM on Your Phone
  3 Aug 2024 2 repositories listed Syntology ran 9 of 14 samples · 5 unverified
  The recent surge of Multimodal Large Language Models (MLLMs) has fundamentally reshaped the landscape of AI research and industry, shedding light on a promising path toward the next AI milestone.
• VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding
  28 Sep 2021 2 repositories listed
  We present VideoCLIP, a contrastive approach to pre-train a unified model for zero-shot video and text understanding, without using any labels on downstream tasks.
• Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global Inference
  16 Dec 2020 2 repositories listed
  There has been a steady need in the medical community to precisely extract the temporal relations between clinical events.
• Effective Distant Supervision for Temporal Relation Extraction
  24 Oct 2020 2 repositories listed
  A principal barrier to training temporal relation extraction models in new domains is the lack of varied, high quality examples and the challenge of collecting more.
• TempEval-3: Evaluating Events, Time Expressions, and Temporal Relations
  22 Jun 2012 2 repositories listed
  We describe the TempEval-3 task which is currently in preparation for the SemEval-2013 evaluation exercise.
• InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output
  3 Jul 2024 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  This long-context capability allows IXC-2.
• Analysing zero-shot temporal relation extraction on clinical notes using temporal consistency
  17 Jun 2024 1 repository listed
  Our experiments demonstrate that LLMs struggle in the zero-shot setting performing worse than fine-tuned specialized models in terms of F1 score, showing that this is a challenging task for LLMs.
• MA-LMM: Memory-Augmented Large Multimodal Model for Long-Term Video Understanding
  8 Apr 2024 1 repository listed Syntology ran 7 of 9 samples · 2 unverified
  However, existing LLM-based large multimodal models (e.
• Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
  8 Mar 2024 1 repository listed
  In this report, we introduce the Gemini 1.
• VTimeLLM: Empower LLM to Grasp Video Moments
  30 Nov 2023 1 repository listed Syntology ran 5 of 11 samples · 6 unverified · 11 pointer-only (licence)
  Large language models (LLMs) have shown remarkable text understanding capabilities, which have been extended as Video LLMs to handle video data for comprehending visual details.
• TIMELINE: Exhaustive Annotation of Temporal Relations Supporting the Automatic Ordering of Events in News Articles
  26 Oct 2023 1 repository listed
  Temporal relation extraction models have thus far been hindered by a number of issues in existing temporal relation-annotated news datasets, including: (1) low inter-annotator agreement due to the lack of specificity of…
• Back to the Future: Towards Explainable Temporal Reasoning with Large Language Models
  2 Oct 2023 1 repository listed
  In this paper, we introduce the first task of explainable temporal reasoning, to predict an event's occurrence at a future timestamp based on context which requires multiple reasoning over multiple events, and…
• End-to-End Temporal Relation Extraction in the Clinical Domain
  2 Apr 2023 1 repository listed
  Temporal relation extraction is an important task in the clinical domain, as it allows a better understanding of the temporal context of clinical events.
• tieval: An Evaluation Framework for Temporal Information Extraction Systems
  11 Jan 2023 1 repository listed
  All in all, these problems have limited the fair comparison between approaches and consequently, the development of temporal extraction systems.
• Selecting Optimal Context Sentences for Event-Event Relation Extraction
  2 Apr 2022 1 repository listed
  To achieve this goal, our work addresses the problems of subevent relation extraction (SRE) and temporal event relation extraction (TRE) that aim to predict subevent and temporal relations between two given event…
• Utilizing Relative Event Time to Enhance Event-Event Temporal Relation Extraction
  1 Nov 2021 1 repository listed
  Event time is one of the most important features for event-event temporal relation extraction.
• Extracting Event Temporal Relations via Hyperbolic Geometry
  12 Sep 2021 1 repository listed
  Recent neural approaches to event temporal relation extraction typically map events to embeddings in the Euclidean space and train a classifier to detect temporal relations between event pairs.
• Extracting Temporal Event Relation with Syntax-guided Graph Transformer
  19 Apr 2021 1 repository listed
  Extracting temporal relations (e.
• EventPlus: A Temporal Event Understanding Pipeline
  13 Jan 2021 1 repository listed
  We present EventPlus, a temporal event understanding pipeline that integrates various state-of-the-art event understanding components including event trigger and type detection, event argument detection, event duration…
• Domain Knowledge Empowered Structured Neural Net for End-to-End Event Temporal Relation Extraction
  15 Sep 2020 1 repository listed
  Extracting event temporal relations is a critical task for information extraction and plays an important role in natural language understanding.
• Deep Structured Neural Network for Event Temporal Relation Extraction
  22 Sep 2019 1 repository listed
  We propose a novel deep structured learning framework for event temporal relation extraction.
• Word-Level Loss Extensions for Neural Temporal Relation Classification
  7 Aug 2018 1 repository listed
  In this work, we extend our classification model's task loss with an unsupervised auxiliary loss on the word-embedding level of the model.

Syntology lines on 11 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.