Relation Extraction on ZSRE
22.82AccuracyNaive RAG
Evaluation results
| Method | Links | |
|---|---|---|
| Naive RAGLLM=Gemma-3-12B, Write-back=true2026.03 | 22.82 | |
| RePlugLLM=Gemma-3-12B, Write-back=true2026.03 | 22.77 | |
| Naive RAGLLM=Llama-3.1-8B, Write-back=true2026.03 | 22.49 | |
| RePlugLLM=Llama-3.1-8B, Write-back=true2026.03 | 22.37 | |
| Naive RAGLLM=Gemma-3-12B, Write-back=false2026.03 | 22.34 | |
| RePlugLLM=Gemma-3-12B, Write-back=false2026.03 | 22.34 | |
| FLARELLM=Llama-3.1-8B, Write-back=true2026.03 | 22.27 | |
| Naive RAGLLM=Llama-3.1-8B, Write-back=false2026.03 | 21.8 | |
| RePlugLLM=Llama-3.1-8B, Write-back=false2026.03 | 21.78 | |
| FLARELLM=Gemma-3-12B, Write-back=true2026.03 | 21.64 | |
| FLARELLM=Llama-3.1-8B, Write-back=false2026.03 | 21.5 | |
| FLARELLM=Gemma-3-12B, Write-back=false2026.03 | 21.18 | |
| PlugDPost-processing=+DPlug2023.05 | 21.13 | |
| Self-RAGLLM=Llama-3.1-8B, Write-back=true2026.03 | 20.69 | |
| Self-RAGLLM=Gemma-3-12B, Write-back=true2026.03 | 20.03 | |
| Self-RAGLLM=Llama-3.1-8B, Write-back=false2026.03 | 19.94 | |
| Self-RAGLLM=Gemma-3-12B, Write-back=false2026.03 | 19.68 | |
| T5Post-processing=+Concat2023.05 | 19.17 | |
| No RetrievalLLM=Gemma-3-12B2026.03 | 17.29 | |
| No RetrievalLLM=Llama-3.1-8B2026.03 | 16.43 | |
| T5Post-processing=None2023.05 | 2.52 | |
| PlugDPost-processing=None2023.05 | 2.23 |