Paper | Code | F1 | ModelName | ReleaseDate |
---|---|---|---|---|
Improving Sentence-Level Relation Extraction through Curriculum Learning | 91.4 | EXOBRAIN | 2021-07-20 | |
An Improved Baseline for Sentence-level Relation Extraction | ✓ Link | 91.1 | RoBERTa-large-typed-marker | 2021-02-02 |
Generative Prompt Tuning for Relation Classification | ✓ Link | 91.1 | GenPT (RoBERTa) | 2022-10-22 |
REBEL: Relation Extraction By End-to-end Language generation | ✓ Link | 90.4 | REBEL (no entity type marker) | 2021-10-29 |
SpanBERT: Improving Pre-training by Representing and Predicting Spans | ✓ Link | 85.3 | SpanBERT | 2019-07-24 |
Graph Convolution over Pruned Dependency Trees Improves Relation Extraction | ✓ Link | 80.3 | C-GCN | 2018-09-26 |
Position-aware Attention and Supervised Data Improve Slot Filling | ✓ Link | 79.4 | PA-LSTM | 2017-09-01 |
Retrieval-Augmented Generation-based Relation Extraction | ✓ Link | 73.3 | RAG4RE | 2024-04-20 |
Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation Extractors | ✓ Link | 66.5 | LLM-QA4RE (XXLarge) | 2023-05-18 |