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Reasoning on FLenQA 1000 tokens

78.5AccuracyLIME+1
9.8627.6845.563.32Dec 8, 2025

Evaluation results

MethodLinks
LIME+1Size=1B, Matching criteria=generates and matches only one word2025.1278.5
LIME+1Size=500M, Matching criteria=generates and matches only one word2025.1272.5
LIME+1Model Size=2B2025.1265.3
LIME+1Size=2B, Matching criteria=generates and matches only one word2025.1265.3
LIME+1Model Size=2B2025.1265.3
LIMEModel Size=2B2025.1247
LIMESize=2B, Matching criteria=match the first eight generated words2025.1247
LIMEModel Size=2B2025.1247
BaseModel Size=2B2025.1234.8
BaselineSize=2B, Matching criteria=match the first eight generated words2025.1234.8
Base (DCLM-BASELINE)Model Size=2B2025.1234.8
LIMESize=1B, Matching criteria=match the first eight generated words2025.1233
BaselineSize=1B, Matching criteria=match the first eight generated words2025.1232.4
LIMESize=500M, Matching criteria=match the first eight generated words2025.1230.5
BaselineSize=500M, Matching criteria=match the first eight generated words2025.1212.5