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Multi-Hop Knowledge Graph Question Answering on GrailQA

94.4Hits@1

PoG

Updated 1d ago

Evaluation Results

Method	Links
PoG 2024.10		94.4
PoG 2024.10		91.6
PoG-E 2024.10		91.4
PoG-E 2024.10		87.6
PrivGemo 2026.01		86.1
PrivGemo 2026.01		84.5
PrivGemo 2026.01		83.6
Logits-to-Logic 2025.11		82
ToG/ToG-R 2024.10		81.4
ToG 2026.01		81.4
ToG 2025.11		81.4
ToG-R 2025.11		80.3
DoG 2025.11		80
ARoG 2026.01		78.7
DARA 2025.11		77
PoG 2026.01		76.5
PoG 2025.11		76.5
Prior FT SOTA 2024.10		75.4
ToG/ToG-R 2024.10		68.7
ToG 2026.01		68.7
ToG 2025.11		68.7
KB-BINDER 2024.10		58.5
ToG-R 2025.11		56.4
o3-mini 2025.05		43.8
Qwen2.5-72B 2025.05		36.1
QwQ-32B 2025.05		35.8
Qwen2.5-32B + fs1 2025.05		34.4
Qwen2.5-32B + rt 2025.05		34.2
R1-70B 2025.05		34
Qwen2.5-32B 2025.05		33.4
Qwen2.5-32B + cot 2025.05		33.2
Qwen2.5-14B + rt 2025.05		33.1
Qwen2.5-14B + fs1 2025.05		32.8
Qwen2.5-14B + cot 2025.05		32.2
Qwen2.5-14B 2025.05		31.8
Qwen2.5-7B + fs1 2025.05		30.3
Qwen2.5-7B + rt 2025.05		30
Qwen2.5-7B 2025.05		29.9
SC 2024.10		29.6
SC 2026.01		29.6
SC 2025.11		29.6
Qwen2.5-7B + cot 2025.05		29.5
IO prompt 2024.10		29.4
IO prompt 2026.01		29.4
IO prompt 2025.11		29.4
CoT 2024.10		28.1
CoT 2026.01		28.1
CoT 2025.11		28.1
Qwen2.5-3B + rt 2025.05		27.9
Qwen2.5-3B + fs1 2025.05		25.3
Qwen2.5-3B 2025.05		25.2
Qwen2.5-3B + cot 2025.05		24.8
SmolLM2-1.7B + rt 2025.05		22.3
SmolLM2-1.7B 2025.05		21.9
SmolLM2-1.7B + fs1 2025.05		21.8
Qwen2.5-1.5B + cot 2025.05		21.6
Qwen2.5-1.5B + rt 2025.05		21.2
SmolLM2-1.7B + cot 2025.05		20.9
Qwen2.5-1.5B 2025.05		20.8
Qwen2.5-1.5B + fs1 2025.05		20.4
SmolLM2-360M + cot 2025.05		16.9
Qwen2.5-0.5B + fs1 2025.05		16.6
SmolLM2-360M 2025.05		16.4
SmolLM2-360M + rt 2025.05		15.6
Qwen2.5-0.5B + rt 2025.05		15.5
Qwen2.5-0.5B + cot 2025.05		14.1
SmolLM2-360M + fs1 2025.05		13.8
Qwen2.5-0.5B 2025.05		12.7