ML Research Wiki / Benchmarks / Fact Verification / FEVER

FEVER

Fact Verification Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 ProoFVer-SB ProoFVer: Natural Logic Theorem Proving for Fact Verification 79.47 2021-08-25 📦 krishnamrith12/proofver
2 DREAM Reasoning Over Semantic-Level Graph for Fact Checking 76.85 2019-09-09 -
3 RoBERTa-Base Joint MSPP Flexible Paragraph-based Transformer Pre-training for Multi-Sentence Inference 75.36 2022-05-02 📦 amazon-research/wqa-multi-sentence-inference
4 RoBERTa-Base Joint MSPP Paragraph-based Transformer Pre-training for Multi-Sentence Inference 74.39 2022-05-02 📦 amazon-research/wqa-multi-sentence-inference
5 KGAT Fine-grained Fact Verification with Kernel Graph Attention Network 74.10 2019-10-22 📦 thunlp/KernelGAT
6 RAG 📚 Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks 72.50 2020-05-22 📦 huggingface/transformers 📦 assafelovic/gpt-researcher 📦 deepset-ai/haystack
7 GEAR GEAR: Graph-based Evidence Aggregating and Reasoning for Fact Verification 71.60 2019-07-22 📦 thunlp/KernelGAT 📦 thunlp/GEAR

All Papers (7)