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Strategy-based Question Answering on StrategyQA (Accuracy, Reusability, Verifiability)

69.11VerifiabilityR1
37.296445.555753.81562.0743Feb 19, 2026

Evaluation results

MethodLinks
R1Executor=Strong Comm.2026.0269.11——
GemmaExecutor=Strong Comm.2026.0264.02——
PhiExecutor=Strong Comm.2026.0263.2——
DeepSeek-R12026.02629345
R1Executor=Full Comm.2026.0261.64——
Phi4-Reasoning2026.02599545
PhiExecutor=Full Comm.2026.0258.52——
GemmaExecutor=Full Comm.2026.0257.05——
Gemma32026.02579442
R1Executor=Weak Comm.2026.0254.18——
PhiExecutor=Weak Comm.2026.0253.83——
LlamaExecutor=Strong Comm.2026.0251.44——
GemmaExecutor=Weak Comm.2026.0250.07——
Llama3.12026.02457143
LlamaExecutor=Full Comm.2026.0244.98——
LlamaExecutor=Weak Comm.2026.0238.52——
CoTNormalized inference cost (T)=2.52026.04—87.6—
CRITICNormalized inference cost (T)=29.32026.04—90.4—
DirectNormalized inference cost (T)=1.02026.04—82—
GoTNormalized inference cost (T)=35.72026.04—91.7—
S^2RNormalized inference cost (T)=18.42026.04—91.7—
SABANormalized inference cost (T)=9.22026.04—94.4—
SC(k=5)Normalized inference cost (T)=12.0, k=52026.04—90.1—
SELF-DISC.Normalized inference cost (T)=5.02026.04—92.5—
Self-RefineNormalized inference cost (T)=6.32026.04—88.5—