| ITER: Iterative Transformer-based Entity Recognition and Relation Extraction | ✓ Link | 75.1 ± 0.49 | 71.9 ± 0.56 | 91.6 ± 0.12 | FLAN T5 3B | | Yes | | ITER | 2024-11-11 |
| Packed Levitated Marker for Entity and Relation Extraction | ✓ Link | 73.0 | 71.1 | 91.1 | ALBERT | | Yes | | PL-Marker | 2021-09-13 |
| Autoregressive Structured Prediction with Language Models | ✓ Link | 72.7 | 70.5 | 91.3 | T5-3B | | Yes | | ASP+T5-3B | 2022-10-26 |
| GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction | ✓ Link | 70.1 | | | | | | | GoLLIE | 2023-10-05 |
| A Frustratingly Easy Approach for Entity and Relation Extraction | ✓ Link | 69.4 | | 90.9 | ALBERT | | Yes | | Ours: cross-sentence ALB | 2020-10-24 |
| Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders | ✓ Link | 67.6 | 64.3 | 89.5 | ALBERT | | No | | Table-Sequence | 2020-10-08 |
| A Trigger-Sense Memory Flow Framework for Joint Entity and Relation Extraction | ✓ Link | 66.49 | 62.77 | 87.61 | BERT base | | Yes | | TriMF | 2021-01-25 |
| Named Entity Recognition and Relation Extraction using Enhanced Table Filling by Contextualized Representations | ✓ Link | 66.1 | 62.4 | 88.0 | BERT base | | No | | TablERT | 2020-10-15 |
| Entity, Relation, and Event Extraction with Contextualized Span Representations | ✓ Link | 63.4 | | 88.6 | BERT base | | Yes | | DYGIE++ | 2019-09-08 |
| A General Framework for Information Extraction using Dynamic Span Graphs | ✓ Link | 63.2 | | 88.4 | ELMo | | Yes | | DyGIE | 2019-04-05 |
| A Hierarchical Multi-task Approach for Learning Embeddings from Semantic Tasks | ✓ Link | 62.7 | | 87.5 | ELMo | | No | | Hierarchical Multi-task | 2018-11-14 |
| Going out on a limb: Joint Extraction of Entity Mentions and Relations without Dependency Trees | | 55.9 | 53.6 | 82.6 | biLSTM | | No | | Attention | 2017-07-01 |
| Incremental Joint Extraction of Entity Mentions and Relations | | 52.1 | 49.5 | 80.8 | - | | No | | Joint w/ Global | 2014-06-01 |
| A Multi-Gate Encoder for Joint Entity and Relation Extraction | | | 68.2 | 89.7 | ALBERT | | No | | MGE | |
| A Partition Filter Network for Joint Entity and Relation Extraction | ✓ Link | | 66.8 | 89.0 | ALBERT | | No | | PFN | 2021-08-27 |
| Asking Effective and Diverse Questions: A Machine Reading Comprehension based Framework for Joint Entity-Relation Extraction | ✓ Link | | 62.1 | 85.5 | BERT base | | No | | MRC4ERE++ | 2020-07-01 |
| Entity-Relation Extraction as Multi-Turn Question Answering | ✓ Link | | 60.2 | 84.8 | BERT base | | No | | Multi-turn QA | 2019-05-14 |
| Extracting Entities and Relations with Joint Minimum Risk Training | | | 59.6 | 83.6 | biLSTM | | No | | MRT | 2018-10-01 |
| Joint Type Inference on Entities and Relations via Graph Convolutional Networks | | | 59.1 | 84.2 | biLSTM | | No | | GCN | 2019-07-01 |
| End-to-End Neural Relation Extraction with Global Optimization | | | 57.5 | 83.6 | biLSTM | | No | | Global | 2017-09-01 |
| End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures | ✓ Link | | 55.6 | 83.4 | biLSTM | | No | | SPTree | 2016-01-05 |
| Span-Level Model for Relation Extraction | | | | 85.98 | ELMo | | No | | Span-level | 2019-07-01 |
| Dual Pointer Network for Fast Extraction of Multiple Relations in a Sentence | | | | | | 80.8 | No | | Dual Pointer Network(multi-head) | 2021-03-05 |
| Relation Extraction among Multiple Entities Using a Dual Pointer Network with a Multi-Head Attention Mechanism | | | | | | 80.5 | No | | Dual Pointer Network | 2019-11-01 |
| Combining Neural Networks and Log-linear Models to Improve Relation Extraction | | | | | | 67.7 | No | | RNN+CNN | 2015-11-18 |
| A Walk-based Model on Entity Graphs for Relation Extraction | ✓ Link | | | | | 64.2 | No | | Walk-based model | 2019-02-19 |
| Relation Extraction: Perspective from Convolutional Neural Networks | | | | | | 61.3 | No | | CNN | 2015-06-01 |
| Improved Relation Extraction with Feature-Rich Compositional Embedding Models | ✓ Link | | | | | 58.2 | No | | FCM | 2015-05-10 |
| HySPA: Hybrid Span Generation for Scalable Text-to-Graph Extraction | ✓ Link | | | | | | | 68.2 | HySPA (ours) w/ RoBERTa | 2021-06-30 |
| HySPA: Hybrid Span Generation for Scalable Text-to-Graph Extraction | ✓ Link | | | | ALBERT | | No | | HySPA | 2021-06-30 |