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ResearchFormerly WizWand

Question Answering on G-bench Novel

58.9AccuracyG-reasoner
28.563236.439144.31552.1909Sep 29, 2025Nov 8, 2025Dec 19, 2025Jan 28, 2026Mar 10, 2026Apr 19, 2026May 30, 2026
Updated 5mo ago

Evaluation results

MethodLinks
G-reasonerReasoning LLM=GPT-4o-mini2025.0958.9
GFM-RAGMethod Type=Graph-enhanced Methods, Reasoning LLM=GPT-4o-mini2025.0958.6
BM25Method Type=Non-structure Methods, Reasoning LLM=GPT-4o-mini2025.0956.5
HippoRAG 2Method Type=Graph-enhanced Methods, Reasoning LLM=GPT-4o-mini2025.0956.5
ColBERTv2Method Type=Non-structure Methods, Reasoning LLM=GPT-4o-mini2025.0956.2
Qwen3-EmbMethod Type=Non-structure Methods, Reasoning LLM=GPT-4o-mini, Parameters=8B2025.0956.2
HippoRAG2Method Category=Graph-based RAG Methods2026.0556.16
MemGraphRAGMethod Category=Graph-based RAG Methods2026.0555.76
E2GraphRAGMethod Category=Graph-based RAG Methods2026.0553.82
NoneMethod Type=Non-structure Methods, Reasoning LLM=GPT-4o-mini2025.0951.4
GraphRAG (MS)Method Type=Graph-enhanced Methods, Reasoning LLM=GPT-4o-mini2025.0950.9
Vanilla RAG (Top-3)Method Category=Non-structure Methods, Top-k Retrieval=32026.0548.9
LazyGraphRAGMethod Category=Graph-based RAG Methods2026.0548.63
MS-GraphRAGMethod Category=Graph-based RAG Methods2026.0547.71
HippoRAGMethod Category=Graph-based RAG Methods2026.0547.44
KGPMethod Category=Graph-based RAG Methods2026.0547.04
Vanilla RAG (Top-5)Method Category=Non-structure Methods, Top-k Retrieval=52026.0545.83
Vanilla RAG (Top-1)Method Category=Non-structure Methods, Top-k Retrieval=12026.0545.13
LightRAGMethod Type=Graph-enhanced Methods, Reasoning LLM=GPT-4o-mini2025.0945.1
HippoRAGMethod Type=Graph-enhanced Methods, Reasoning LLM=GPT-4o-mini2025.0944.8
LightRAGMethod Category=Graph-based RAG Methods2026.0544.67
RAPTORMethod Type=Graph-enhanced Methods, Reasoning LLM=GPT-4o-mini2025.0943.2
G-retrieverMethod Category=Graph-based RAG Methods2026.0543.09
RAPTORMethod Category=Graph-based RAG Methods2026.0542.83
llama-70B-instructMethod Category=Non-structure Methods2026.0529.73