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Question Answering on FaithEval

81.7AccuracyFaithfulRAG
1.122.02542.9563.875Jun 10, 2025

Evaluation results

MethodLinks
FaithfulRAGBackbone LLM=mistral-7b-instruct2025.0681.7
FaithfulRAGBackbone LLM=llama3.1-8b-instruct2025.0679.8
KREBackbone LLM=mistral-7b-instruct2025.0673.2
FaithfulRAGBackbone LLM=qwen2.5-7b-instruct2025.0671.8
Opin(Instr)Backbone LLM=llama3.1-8b-instruct2025.0668.1
COIECDBackbone LLM=llama3.1-8b-instruct2025.0667.7
CADBackbone LLM=llama3.1-8b-instruct2025.0666.2
ChatQA-2.0Backbone LLM=Llama3.1-8B2025.0665.2
ATTRBackbone LLM=llama3.1-8b-instruct2025.0663.8
ATTRBackbone LLM=mistral-7b-instruct2025.0663.6
Origin model with full contextBackbone LLM=llama3.1-8b-instruct2025.0663.3
COIECDBackbone LLM=mistral-7b-instruct2025.0662.8
Opin(Instr)Backbone LLM=mistral-7b-instruct2025.0662.5
COIECDBackbone LLM=qwen2.5-7b-instruct2025.0662.3
Origin model with full contextBackbone LLM=mistral-7b-instruct2025.0661.9
CADBackbone LLM=qwen2.5-7b-instruct2025.0660.5
CADBackbone LLM=mistral-7b-instruct2025.0660.2
KREBackbone LLM=qwen2.5-7b-instruct2025.0659.6
ATTRBackbone LLM=qwen2.5-7b-instruct2025.0658.1
Opin(Instr)Backbone LLM=qwen2.5-7b-instruct2025.0656.7
ChatQA-1.5Backbone LLM=Llama3.1-8B2025.0656.2
Origin model with full contextBackbone LLM=qwen2.5-7b-instruct2025.0653.1
KREBackbone LLM=llama3.1-8b-instruct2025.0651.6
Self-RAGBackbone LLM=Llama2-7B2025.0637.4
Origin model without contextBackbone LLM=llama3.1-8b-instruct2025.067.6
Origin model without contextBackbone LLM=mistral-7b-instruct2025.066.3
Origin model without contextBackbone LLM=qwen2.5-7b-instruct2025.064.2