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ResearchFormerly WizWand

General Capability Evaluation on ARC-C, HellaSwag, MMLU, GSM8K

54.27ARC-C AccuracyPre-trained

Evaluation results

Method	Links
Pre-trained2026.06		54.27	59.67	72.62	86.2	68.19
AlphaToken2026.06		53.13	57.71	71.2	83.14	66.3
Token Cleaning ICML 20252026.06		52.76	55.02	68.91	83.54	65.06
STM NeurIPS 20252026.06		52.65	57.43	70.63	82.87	65.9
XTF ICLR 20262026.06		52.56	57.61	70.51	83.59	66.07
Pre-trained2026.06		51.45	56.86	59.6	37	51.23
ssTOKEN ICLR 20262026.06		51.39	55.17	70.52	82.72	64.95
LoRA ICLR 20222026.06		51.27	56.4	69.6	81.97	64.81
AlphaToken2026.06		51.1	55.12	58.22	36.58	50.26
Token Cleaning ICML 20252026.06		50.85	55.84	55.94	33	48.91
LESS ICML 20242026.06		50.77	56.45	54.26	31.98	48.37
ssTOKEN ICLR 20262026.06		50.58	54.31	57.34	35.2	49.36
STM NeurIPS 20252026.06		50.3	56.19	57.3	36.21	50
LESS ICML 20242026.06		50.24	57.11	69.68	81.23	64.57
Standard FT2026.06		50.17	52.63	53.87	24.12	45.2
Standard FT2026.06		49.25	54.21	66.24	77.92	61.91
LoRA ICLR 20222026.06		49.19	55.81	56.71	31.44	48.29
XTF ICLR 20262026.06		48.7	53.88	56.33	34.44	48.34
Pre-trained2026.06		43	55.82	56.54	27.45	45.7
AlphaToken2026.06		42.76	55.48	56.22	27.4	45.47
LESS ICML 20242026.06		42.62	54.62	53.57	22.61	43.36
STM NeurIPS 20252026.06		42.02	54.61	55.3	26.22	44.54
ssTOKEN ICLR 20262026.06		41.94	53.37	53.1	25.38	43.45
Token Cleaning ICML 20252026.06		41.77	52.2	53.94	26	43.48
LoRA ICLR 20222026.06		41.62	53.32	50.42	21	41.59
XTF ICLR 20262026.06		40.47	52.03	50.69	22.58	41.44
Standard FT2026.06		39.97	52.45	48.23	20.58	40.31