Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EXOBRAIN | 91.4 | No | Improving Sentence-Level Relation Extraction thr... | 2021-07-20 | - |
| 2 | RoBERTa-large-typed-marker | 91.1 | No | An Improved Baseline for Sentence-level Relation... | 2021-02-02 | Code |
| 3 | GenPT (RoBERTa) | 91.1 | No | Generative Prompt Tuning for Relation Classifica... | 2022-10-22 | Code |
| 4 | REBEL (no entity type marker) | 90.4 | No | - | - | Code |
| 5 | SpanBERT | 85.3 | No | SpanBERT: Improving Pre-training by Representing... | 2019-07-24 | Code |
| 6 | C-GCN | 80.3 | No | Graph Convolution over Pruned Dependency Trees I... | 2018-09-26 | Code |
| 7 | PA-LSTM | 79.4 | No | - | - | Code |
| 8 | RAG4RE | 73.3 | No | Retrieval-Augmented Generation-based Relation Ex... | 2024-04-20 | Code |
| 9 | LLM-QA4RE (XXLarge) | 66.5 | No | Aligning Instruction Tasks Unlocks Large Languag... | 2023-05-18 | Code |