Open-ended Text Generation on WikiText benchmark leaderboard · SOTA2 Research

Open-ended Text Generation on WikiText

54.83Rep-2ϵ-sampling + VCM

Evaluation Results

Method	Links
ϵ-sampling + VCM2026.06		54.83	27.08	15.36	47.41	0.59	0.52	—
η-sampling + VCM2026.06		55.22	26.99	14.56	47.43	0.59	0.46	—
Top-k + VCM2026.06		55.71	26.75	16.32	47.27	0.59	0.53	—
Top-p + VCM2026.06		58.89	40.44	14.71	46.97	0.56	0.51	—
Top-nσ + VCM2026.06		59.03	25.13	13.94	46.93	0.51	0.49	—
Typical + VCM2026.06		59.79	24.69	14.36	46.76	0.62	0.55	—
Min-p + VCM2026.06		61.69	23.82	14.4	46.73	0.59	0.46	—
p-less-norm + VCM2026.06		69.68	20.01	10.06	45.36	0.49	0.53	—
Min-k + VCM2026.06		75.74	21.09	12.68	45.97	0.5	0.46	—
η-sampling2026.06		78.8	12.37	2.46	43.25	0.21	0.23	0.53
ϵ-sampling2026.06		79.03	12.34	3.47	43.19	0.26	0.24	0.62
Top-k2026.06		79.78	12.17	2.77	43.14	0.24	0.26	0.55
Top-p2026.06		80.59	17.49	2.81	42.8	0.26	0.22	0.59
Typical2026.06		81.2	10.82	2.23	42.48	0.19	0.16	0.51
Min-p2026.06		82.7	10.3	1.71	41.98	0.23	0.28	0.56
Top-nσ2026.06		82.74	10.32	1.91	42.14	0.26	0.21	0.53
p-less-norm2026.06		85.87	8.72	1.24	41.17	0.22	0.15	0.63
Min-k2026.06		85.98	8.66	1.27	41.1	0.23	0.17	0.61