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Graph Reasoning on GraphSQA 1.0 (overall)

1RankGraphInsight
0.643.075.57.93Sep 5, 2024

Evaluation results

MethodLinks
GraphInsightModel=Llama-3-8B-Instruct-262k, Method Category=Proposed2024.091
GraphInsightModel=Meta-Llama-3-8B-Instruct, Method Category=Proposed2024.091
GraphInsightModel=Mistral-7B-Instruct-v0.2, Method Category=Proposed2024.091
GraphInsightModel=Qwen2-7B-Instruct, Method Category=Proposed2024.091
GraphInsightModel=vicuna-7b-v1.1, Method Category=Proposed2024.091
DFSModel=Llama-3-8B-Instruct-262k, Method Category=Reordering Methods2024.092
DFSModel=Meta-Llama-3-8B-Instruct, Method Category=Reordering Methods2024.092
BAGModel=Mistral-7B-Instruct-v0.2, Method Category=Prompting Methods2024.092
SPModel=Mistral-7B-Instruct-v0.2, Method Category=Reordering Methods2024.092
ALModel=Qwen2-7B-Instruct, Method Category=Structural Methods2024.092
SPModel=vicuna-7b-v1.1, Method Category=Reordering Methods2024.092
Raw Seq.Model=Llama-3-8B-Instruct-262k, Method Category=Baseline2024.093
BFSModel=Meta-Llama-3-8B-Instruct, Method Category=Reordering Methods2024.093
BFSModel=Qwen2-7B-Instruct, Method Category=Reordering Methods2024.093
DFSModel=vicuna-7b-v1.1, Method Category=Reordering Methods2024.093
BAGModel=Llama-3-8B-Instruct-262k, Method Category=Prompting Methods2024.094
SPModel=Meta-Llama-3-8B-Instruct, Method Category=Reordering Methods2024.094
ALModel=Mistral-7B-Instruct-v0.2, Method Category=Structural Methods2024.094
COTModel=Qwen2-7B-Instruct, Method Category=Prompting Methods2024.094
BFSModel=vicuna-7b-v1.1, Method Category=Reordering Methods2024.094
BFSModel=Llama-3-8B-Instruct-262k, Method Category=Reordering Methods2024.095
SPModel=Llama-3-8B-Instruct-262k, Method Category=Reordering Methods2024.095
FSModel=Meta-Llama-3-8B-Instruct, Method Category=Prompting Methods2024.095
COTModel=Mistral-7B-Instruct-v0.2, Method Category=Prompting Methods2024.095
Raw Seq.Model=Qwen2-7B-Instruct, Method Category=Baseline2024.095
Raw Seq.Model=vicuna-7b-v1.1, Method Category=Baseline2024.095
COTModel=vicuna-7b-v1.1, Method Category=Prompting Methods2024.095
Raw Seq.Model=Meta-Llama-3-8B-Instruct, Method Category=Baseline2024.096
DFSModel=Mistral-7B-Instruct-v0.2, Method Category=Reordering Methods2024.096
SPModel=Qwen2-7B-Instruct, Method Category=Reordering Methods2024.096
FSModel=Llama-3-8B-Instruct-262k, Method Category=Prompting Methods2024.097
ALModel=Meta-Llama-3-8B-Instruct, Method Category=Structural Methods2024.097
Raw Seq.Model=Mistral-7B-Instruct-v0.2, Method Category=Baseline2024.097
BAGModel=Qwen2-7B-Instruct, Method Category=Prompting Methods2024.097
BAGModel=vicuna-7b-v1.1, Method Category=Prompting Methods2024.097
ALModel=Llama-3-8B-Instruct-262k, Method Category=Structural Methods2024.098
BAGModel=Meta-Llama-3-8B-Instruct, Method Category=Prompting Methods2024.098
BFSModel=Mistral-7B-Instruct-v0.2, Method Category=Reordering Methods2024.098
DFSModel=Qwen2-7B-Instruct, Method Category=Reordering Methods2024.098
FSModel=vicuna-7b-v1.1, Method Category=Prompting Methods2024.098
COTModel=Llama-3-8B-Instruct-262k, Method Category=Prompting Methods2024.099
COTModel=Meta-Llama-3-8B-Instruct, Method Category=Prompting Methods2024.099
FSModel=Mistral-7B-Instruct-v0.2, Method Category=Prompting Methods2024.099
FSModel=Qwen2-7B-Instruct, Method Category=Prompting Methods2024.099
ALModel=vicuna-7b-v1.1, Method Category=Structural Methods2024.099
AMModel=Llama-3-8B-Instruct-262k, Method Category=Structural Methods2024.0910
AMModel=Meta-Llama-3-8B-Instruct, Method Category=Structural Methods2024.0910
AMModel=Mistral-7B-Instruct-v0.2, Method Category=Structural Methods2024.0910
AMModel=Qwen2-7B-Instruct, Method Category=Structural Methods2024.0910
AMModel=vicuna-7b-v1.1, Method Category=Structural Methods2024.0910