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ResearchFormerly WizWand

Preference-aligned Retrieval-Augmented Generation on PrefRQ

93.89AccuracyEPIC
16.233236.394156.55576.7159May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
EPICLLM Backend=gpt-oss-20b2026.0593.89
HippoRAGLLM Backend=gpt-oss-20b, Method Category=Indexing-enhanced RAG2026.0589.86
Pref-QRLLM Backend=gpt-oss-20b, Method Category=Preference-conditioned RAG2026.0589
BM25LLM Backend=gpt-oss-20b, Method Category=Standard RAG2026.0587.33
ContrieverLLM Backend=gpt-oss-20b, Method Category=Standard RAG2026.0587.22
PBRLLM Backend=gpt-oss-20b, Method Category=Preference-conditioned RAG2026.0587
NV-Embed-v2LLM Backend=gpt-oss-20b, Method Category=Standard RAG2026.0586.56
HippoRAG 2LLM Backend=gpt-oss-20b, Method Category=Indexing-enhanced RAG2026.0586.56
RAPTORLLM Backend=gpt-oss-20b, Method Category=Indexing-enhanced RAG2026.0586.33
EPICLLM Backend=Llama-3.1-8B-Instruct2026.0583
Pref-QRLLM Backend=Llama-3.1-8B-Instruct, Method Category=Preference-conditioned RAG2026.0571.33
PBRLLM Backend=Llama-3.1-8B-Instruct, Method Category=Preference-conditioned RAG2026.0570.67
NV-Embed-v2LLM Backend=Llama-3.1-8B-Instruct, Method Category=Standard RAG2026.0570.22
EPICLLM Backend=Qwen3-4B-Instruct-25072026.0569.78
ContrieverLLM Backend=Llama-3.1-8B-Instruct, Method Category=Standard RAG2026.0568.11
HippoRAG 2LLM Backend=Qwen3-4B-Instruct-2507, Method Category=Indexing-enhanced RAG2026.0568.11
RAPTORLLM Backend=Llama-3.1-8B-Instruct, Method Category=Indexing-enhanced RAG2026.0566.67
HippoRAG 2LLM Backend=Llama-3.1-8B-Instruct, Method Category=Indexing-enhanced RAG2026.0566
NV-Embed-v2LLM Backend=Qwen3-4B-Instruct-2507, Method Category=Standard RAG2026.0565.22
ContrieverLLM Backend=Qwen3-4B-Instruct-2507, Method Category=Standard RAG2026.0565
PBRLLM Backend=Qwen3-4B-Instruct-2507, Method Category=Preference-conditioned RAG2026.0564.33
BM25LLM Backend=Llama-3.1-8B-Instruct, Method Category=Standard RAG2026.0564.22
RAPTORLLM Backend=Qwen3-4B-Instruct-2507, Method Category=Indexing-enhanced RAG2026.0560.89
Pref-QRLLM Backend=Qwen3-4B-Instruct-2507, Method Category=Preference-conditioned RAG2026.0559.44
HippoRAGLLM Backend=Llama-3.1-8B-Instruct, Method Category=Indexing-enhanced RAG2026.0554
BM25LLM Backend=Qwen3-4B-Instruct-2507, Method Category=Standard RAG2026.0545.44
HippoRAGLLM Backend=Qwen3-4B-Instruct-2507, Method Category=Indexing-enhanced RAG2026.0519.22