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Graph Question Answering on ExplaGraphs

93.86AccuracyRAMP-7B
49.701661.165872.6384.0942Mar 16, 2026Mar 29, 2026Apr 11, 2026Apr 25, 2026May 8, 2026May 21, 2026Jun 4, 2026
Updated 4mo ago

Evaluation results

MethodLinks
RAMP-7BModel Size=7B2026.0393.86
Qwen-2.5-7B-InstructModel Size=7B2026.0393.5
Align-GRAG2026.0389.92
GRAG2026.0388.05
Mean PoolingLoRA Rank (r)=8, LoRA Alpha (a)=162026.0487.5
Mean PoolingLoRA Rank (r)=16, LoRA Alpha (a)=322026.0487.5
VNPoolLoRA Rank (r)=16, LoRA Alpha (a)=322026.0487.3
CureLLM2026.0687.21
Mean PoolingLoRA Rank (r)=2, LoRA Alpha (a)=42026.0487.2
G-Retriever2026.0387.05
GNP2026.0387.04
Top-kLoRA Rank (r)=16, LoRA Alpha (a)=322026.0486.9
VNPoolLoRA Rank (r)=2, LoRA Alpha (a)=42026.0486.5
SAGPoolLoRA Rank (r)=16, LoRA Alpha (a)=322026.0486.3
Mean PoolingLoRA Rank (r)=4, LoRA Alpha (a)=82026.0486.2
SAGPoolLoRA Rank (r)=4, LoRA Alpha (a)=82026.0486.2
VNPoolLoRA Rank (r)=8, LoRA Alpha (a)=162026.0485.7
MuseGraph2026.0685.39
VNPoolLoRA Rank (r)=4, LoRA Alpha (a)=82026.0485.3
G-Retriever2026.0685.16
GraphToken2026.0685.08
Top-kLoRA Rank (r)=2, LoRA Alpha (a)=42026.0485
Top-kLoRA Rank (r)=8, LoRA Alpha (a)=162026.0485
SAGPoolLoRA Rank (r)=8, LoRA Alpha (a)=162026.0485
All TokensLoRA Rank (r)=8, LoRA Alpha (a)=162026.0484.7
Top-kLoRA Rank (r)=4, LoRA Alpha (a)=82026.0484.6
SAGPoolLoRA Rank (r)=2, LoRA Alpha (a)=42026.0480.4
All TokensLoRA Rank (r)=4, LoRA Alpha (a)=82026.0473.8
All TokensLoRA Rank (r)=16, LoRA Alpha (a)=322026.0472.6
All TokensLoRA Rank (r)=2, LoRA Alpha (a)=42026.0470.2
Rand-kLoRA Rank (r)=8, LoRA Alpha (a)=162026.0466.1
MinCutPoolLoRA Rank (r)=16, LoRA Alpha (a)=322026.0462.3
MinCutPoolLoRA Rank (r)=8, LoRA Alpha (a)=162026.0461.2
Prompt tuning2026.0657.63
DiffPoolLoRA Rank (r)=16, LoRA Alpha (a)=322026.0456.8
DiffPoolLoRA Rank (r)=4, LoRA Alpha (a)=82026.0456.7
MinCutPoolLoRA Rank (r)=4, LoRA Alpha (a)=82026.0454.6
Rand-kLoRA Rank (r)=2, LoRA Alpha (a)=42026.0453.4
MinCutPoolLoRA Rank (r)=2, LoRA Alpha (a)=42026.0453.2
DiffPoolLoRA Rank (r)=8, LoRA Alpha (a)=162026.0453.2
Rand-kLoRA Rank (r)=16, LoRA Alpha (a)=322026.0452.9
Rand-kLoRA Rank (r)=4, LoRA Alpha (a)=82026.0452.1
DiffPoolLoRA Rank (r)=2, LoRA Alpha (a)=42026.0451.4