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Open-domain Question Answering on MS-MARCO (test)

57.85AccuracyClean
14.679625.887337.09548.3027Jun 9, 2026

Evaluation results

MethodLinks
CleanLLM Backbone=GPT-4o, Pipeline=Chunking, Retrieval, and Reranking2026.0657.85—
PoisonedRAG-BBLLM Backbone=GPT-4o, Pipeline=Chunking, Retrieval, and Reranking2026.0651.1315.31
The RAG ParadoxLLM Backbone=GPT-4o, Pipeline=Chunking, Retrieval, and Reranking2026.0647.7515.7
Joint-GCGLLM Backbone=GPT-4o, Pipeline=Chunking, Retrieval, and Reranking2026.0645.3935.75
CRCPLLM Backbone=Qwen2.5-7B, Pipeline=Chunking, Retrieval, and Reranking2026.0619.2190.23
CRCPLLM Backbone=GPT-4o, Pipeline=Chunking, Retrieval, and Reranking2026.0618.5189.15
CRCPLLM Backbone=Vicuna-7B, Pipeline=Chunking, Retrieval, and Reranking2026.0618.0388.79
CRCPLLM Backbone=Qwen3-Max, Pipeline=Chunking, Retrieval, and Reranking2026.0617.7891.57
CRCPLLM Backbone=LLaMA-2-7B, Pipeline=Chunking, Retrieval, and Reranking2026.0616.7290.3
CRCPLLM Backbone=DeepSeek-R1, Pipeline=Chunking, Retrieval, and Reranking2026.0616.3490.7