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ResearchFormerly WizWand

Textual Graph Reasoning on ExplaGraphs

96.12AccuracyAGE G-Retriever
31.442448.233765.02581.8163Mar 23, 2026Apr 8, 2026Apr 25, 2026May 11, 2026May 28, 2026Jun 13, 2026Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.1-8B2026.0696.12
AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.1-8B2026.0693.5
AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.2-3B2026.0692.6
AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.2-3B2026.0691.34
TRN-R1-ZEROScale=14B, Zero-shot=true2026.0490.25
Qwen2.5Scale=14B, Zero-shot=true2026.0489.89
Graph-R1Scale=14B, Zero-shot=true2026.0489.71
MixDemo2026.0387.31
TRN-R1-ZEROScale=7B, Zero-shot=true2026.0487.18
G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama2-7B2026.0687.05
G-Retriever2026.0386.19
G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama2-7B2026.0685.16
GraphToken2026.0385.08
AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.2-1B2026.0685.01
Qwen2.5Scale=7B, Zero-shot=true2026.0484.12
G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.2-3B2026.0683.39
AGE G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.2-1B2026.0682.67
G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.2-3B2026.0677.61
G-RetrieverSetting=Frozen LLM w/ Graph Embedding + PEFT(LoRA), LLM=Llama3.2-1B2026.0673.28
KAPING2026.0362.27
Frozen LLM + Prompt Tuning (PT)2026.0358.98
CoT-BAG2026.0357.94
Zero-CoT2026.0357.04
Zero-shot2026.0356.5
G-RetrieverSetting=Frozen LLM w/ Graph Embedding, LLM=Llama3.2-1B2026.0655.95
Graph-based Inference2026.0333.93