Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ProoFVer-SB | 79.47 | No | ProoFVer: Natural Logic Theorem Proving for Fact... | 2021-08-25 | Code |
| 2 | DREAM | 76.85 | No | Reasoning Over Semantic-Level Graph for Fact Che... | 2019-09-09 | - |
| 3 | RoBERTa-Base Joint MSPP Flexible | 75.36 | No | Paragraph-based Transformer Pre-training for Mul... | 2022-05-02 | Code |
| 4 | RoBERTa-Base Joint MSPP | 74.39 | No | Paragraph-based Transformer Pre-training for Mul... | 2022-05-02 | Code |
| 5 | KGAT | 74.1 | No | Fine-grained Fact Verification with Kernel Graph... | 2019-10-22 | Code |
| 6 | RAG | 72.5 | Yes | Retrieval-Augmented Generation for Knowledge-Int... | 2020-05-22 | Code |
| 7 | GEAR | 71.6 | No | GEAR: Graph-based Evidence Aggregating and Reaso... | 2019-07-22 | Code |