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Open-form mathematical reasoning on DeepMind MATHEMATICS (Exact-match accuracy)

42.13Exact-match AccuracyTRIM
6.946816.080925.21534.3491Oct 8, 2025

Evaluation results

MethodLinks
TRIMBackbone=LLAMA-2-7B, Coreset Method=TRIM, Coreset Fraction=50%2025.1042.13
Full-data Fine-tuningBackbone=LLAMA-2-7B, Coreset Method=Full-data, Coreset Fraction=100%2025.1042.1
S2LBackbone=LLAMA-2-7B, Coreset Method=S2L, Coreset Fraction=50%2025.1041.92
LESSBackbone=LLAMA-2-7B, Coreset Method=LESS, Coreset Fraction=50%2025.1041.8
TAGCOSBackbone=LLAMA-2-7B, Coreset Method=TAGCOS, Coreset Fraction=50%2025.1040.84
RandomBackbone=LLAMA-2-7B, Coreset Method=Random, Coreset Fraction=50%2025.1038.75
Pretrained (no Fine-tuning)Backbone=LLAMA-2-7B, Coreset Method=Pretrained2025.108.3