| Sample Design Engineering: An Empirical Study of What Makes Good Downstream Fine-Tuning Samples for LLMs | Apr 19, 2024 | Event ExtractionIn-Context Learning | CodeCode Available | 5 | 5 |
| EventRL: Enhancing Event Extraction with Outcome Supervision for Large Language Models | Feb 18, 2024 | Event ExtractionHallucination | CodeCode Available | 3 | 5 |
| LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities | May 22, 2023 | Event Extractiongraph construction | CodeCode Available | 2 | 5 |
| The Devil is in the Details: On the Pitfalls of Event Extraction Evaluation | Jun 12, 2023 | Event Argument ExtractionEvent Detection | CodeCode Available | 2 | 5 |
| GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction | Oct 5, 2023 | Event Argument ExtractionEvent Extraction | CodeCode Available | 2 | 5 |
| ChatIE: Zero-Shot Information Extraction via Chatting with ChatGPT | Feb 20, 2023 | Event Extractionnamed-entity-recognition | CodeCode Available | 2 | 5 |
| SEBERTNets: Sequence Enhanced BERT Networks for Event Entity Extraction Tasks Oriented to the Finance Field | Jan 21, 2024 | Asset ManagementEvent Extraction | CodeCode Available | 2 | 5 |
| SeqGPT: An Out-of-the-box Large Language Model for Open Domain Sequence Understanding | Aug 21, 2023 | Entity TypingEvent Extraction | CodeCode Available | 2 | 5 |
| LEEC: A Legal Element Extraction Dataset with an Extensive Domain-Specific Label System | Oct 2, 2023 | Event Extraction | CodeCode Available | 1 | 5 |
| DocEE: A Large-Scale and Fine-grained Benchmark for Document-level Event Extraction | Jul 1, 2022 | Document-level Event ExtractionEvent Extraction | CodeCode Available | 1 | 5 |
| Effective Use of Graph Convolution Network and Contextual Sub-Tree for Commodity News Event Extraction | Nov 1, 2021 | Event ExtractionLanguage Modeling | CodeCode Available | 1 | 5 |
| GLEN: General-Purpose Event Detection for Thousands of Types | Mar 16, 2023 | Event DetectionEvent Extraction | CodeCode Available | 1 | 5 |
| Introducing the ICBe Dataset: Very High Recall and Precision Event Extraction from Narratives about International Crises | Feb 14, 2022 | Event Extraction | CodeCode Available | 1 | 5 |
| Joint Extraction of Events and Entities within a Document Context | Sep 12, 2016 | Entity Extraction using GANEvent Extraction | CodeCode Available | 1 | 5 |
| Legal Judgment Prediction via Event Extraction with Constraints | May 1, 2022 | Event ExtractionPrediction | CodeCode Available | 1 | 5 |
| Frustratingly Easy Label Projection for Cross-lingual Transfer | Nov 28, 2022 | Cross-Lingual NERCross-Lingual Transfer | CodeCode Available | 1 | 5 |
| Corpus-based Open-Domain Event Type Induction | Sep 7, 2021 | Event ExtractionObject | CodeCode Available | 1 | 5 |
| Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information Extraction | Sep 14, 2021 | AllDependency Parsing | CodeCode Available | 1 | 5 |
| GATE: Graph Attention Transformer Encoder for Cross-lingual Relation and Event Extraction | Oct 6, 2020 | Event ExtractionGraph Attention | CodeCode Available | 1 | 5 |
| DeepEventMine: end-to-end neural nested event extraction from biomedical texts | Jun 17, 2020 | Event ExtractionSentence | CodeCode Available | 1 | 5 |
| Facial Dynamics in Video: Instruction Tuning for Improved Facial Expression Perception and Contextual Awareness | Jan 14, 2025 | Event ExtractionInstruction Following | CodeCode Available | 1 | 5 |
| From POS tagging to dependency parsing for biomedical event extraction | Aug 11, 2018 | Dependency ParsingEvent Extraction | CodeCode Available | 1 | 5 |
| Beyond Single-Event Extraction: Towards Efficient Document-Level Multi-Event Argument Extraction | May 3, 2024 | Event Argument ExtractionEvent Extraction | CodeCode Available | 1 | 5 |
| Document-level Event Extraction via Parallel Prediction Networks | Aug 1, 2021 | DecoderDocument-level Event Extraction | CodeCode Available | 1 | 5 |
| Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a Tracker | May 31, 2021 | Document-level Event ExtractionEvent Extraction | CodeCode Available | 1 | 5 |
| Document-Level Event Argument Extraction by Conditional Generation | Apr 13, 2021 | Document-level Event ExtractionEvent Argument Extraction | CodeCode Available | 1 | 5 |
| Effective Use of Graph Convolution Network and Contextual Sub-Tree forCommodity News Event Extraction | Sep 27, 2021 | Event ExtractionLanguage Modeling | CodeCode Available | 1 | 5 |
| Document-Level Event Role Filler Extraction using Multi-Granularity Contextualized Encoding | May 13, 2020 | Document-level Event ExtractionEvent Extraction | CodeCode Available | 1 | 5 |
| TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extraction | Nov 16, 2023 | BenchmarkingEvent Extraction | CodeCode Available | 1 | 5 |
| Joint Biomedical Entity and Relation Extraction with Knowledge-Enhanced Collective Inference | May 27, 2021 | Event ExtractionJoint Entity and Relation Extraction | CodeCode Available | 1 | 5 |
| Event Extraction as Question Generation and Answering | Jul 10, 2023 | Event ExtractionQuestion Answering | CodeCode Available | 1 | 5 |
| CasEE: A Joint Learning Framework with Cascade Decoding for Overlapping Event Extraction | Jul 4, 2021 | Event Extraction | CodeCode Available | 1 | 5 |
| CMNEE: A Large-Scale Document-Level Event Extraction Dataset based on Open-Source Chinese Military News | Apr 18, 2024 | Document-level Event ExtractionEvent Extraction | CodeCode Available | 1 | 5 |
| Event Extraction by Answering (Almost) Natural Questions | Apr 28, 2020 | Event Argument ExtractionEvent Extraction | CodeCode Available | 1 | 5 |
| Biomedical Event Extraction with Hierarchical Knowledge Graphs | Sep 20, 2020 | Event ExtractionLanguage Modeling | CodeCode Available | 1 | 5 |
| A Two-Stream AMR-enhanced Model for Document-level Event Argument Extraction | Apr 30, 2022 | Abstract Meaning RepresentationDocument-level Event Extraction | CodeCode Available | 1 | 5 |
| CLIP-Event: Connecting Text and Images with Event Structures | Jan 13, 2022 | Contrastive LearningEvent Extraction | CodeCode Available | 1 | 5 |
| CLEVE: Contrastive Pre-training for Event Extraction | May 30, 2021 | Contrastive LearningEvent Extraction | CodeCode Available | 1 | 5 |
| Automatic Error Analysis for Document-level Information Extraction | Sep 15, 2022 | Event ExtractionRelation Extraction | CodeCode Available | 1 | 5 |
| CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet | Aug 1, 2021 | Entity LinkingEntity Typing | CodeCode Available | 1 | 5 |
| Enhancing Document-level Event Argument Extraction with Contextual Clues and Role Relevance | Oct 8, 2023 | Event Argument ExtractionEvent Extraction | CodeCode Available | 1 | 5 |
| EventPlus: A Temporal Event Understanding Pipeline | Jan 13, 2021 | Common Sense ReasoningEvent Extraction | CodeCode Available | 1 | 5 |
| COVID-19 event extraction from Twitter via extractive question answering with continuous prompts | Mar 19, 2023 | BenchmarkingEvent Extraction | CodeCode Available | 1 | 5 |
| Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat Violence | May 27, 2021 | ArticlesDocument Ranking | CodeCode Available | 1 | 5 |
| An Effective System for Multi-format Information Extraction | Aug 16, 2021 | DecoderDocument-level Event Extraction | CodeCode Available | 1 | 5 |
| Few-Shot Document-Level Event Argument Extraction | Sep 6, 2022 | Document-level Event ExtractionEvent Argument Extraction | CodeCode Available | 1 | 5 |
| Entity, Relation, and Event Extraction with Contextualized Span Representations | Sep 8, 2019 | Event ExtractionJoint Entity and Relation Extraction | CodeCode Available | 1 | 5 |
| DeepStruct: Pretraining of Language Models for Structure Prediction | May 21, 2022 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 | 5 |
| Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event Extraction | Apr 16, 2019 | Document-level Event ExtractionEvent Extraction | CodeCode Available | 1 | 5 |
| BioDEX: Large-Scale Biomedical Adverse Drug Event Extraction for Real-World Pharmacovigilance | May 22, 2023 | Event ExtractionPharmacovigilance | CodeCode Available | 1 | 5 |
