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test · 280 rows

model_name stringclasses 56 values	model_series stringclasses 19 values	model_size (B) float64 0.27 671	data_name stringclasses 5 values	seq_len int64 1.02k 1.02k	uniform_entropy float64 16.5 18	constant float64 20.5 38.5	conditional_entropy float64 0.42 5.01	entropy_gain float64 17.9 36.3	BF16_TFLOPs float64 0.55 148	information_capacity float64 0.53 1.15	ic float64 -0.02 0.39
gemma-3-1b-pt	gemma-3	1	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	18	37.53	3.560278	33.969722	2.129873	1.097429	0.225165
gemma-3-4b-pt	gemma-3	4	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	18.000352	37.53	3.136937	34.393063	8.402187	1.044306	0.224482
gemma-3-12b-pt	gemma-3	12	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	18.000352	37.53	2.87954	34.65046	24.191529	1.00554	0.222013
gemma-3-27b-pt	gemma-3	27	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	18.000352	37.53	2.744044	34.785956	58.631963	0.973394	0.21787
glm-4-9b-hf	glm-4	9	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.209453	37.99	3.060659	34.929341	18.321995	1.025565	0.232814
internlm2.5-1.8b	internlm2.5	1.8	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	16.497852	36.59	3.736245	32.853755	3.583513	1.036249	0.184635
internlm2.5-7b	internlm2.5	7	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	16.497852	36.59	3.211712	33.378288	15.344576	0.987442	0.188691
internlm2.5-20b	internlm2.5	20	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	16.497852	36.59	2.927695	33.662305	40.127812	0.956596	0.189326
DeepSeek-V2-236B-A21B	DeepSeek-V2	236	NextCoderDataset_v1_long	1,024	16.643856	28.37	0.458154	27.911846	37.795712	0.795135	0.025976
DeepSeek-V3.1-Base-671B-A37B	DeepSeek-V3.1-Base	671	NextCoderDataset_v1_long	1,024	16.98014	32.97	0.415264	32.554736	78.006807	0.900579	0.153664
GLM-4-32B-Base-0414	GLM-4	32	NextCoderDataset_v1_long	1,024	17.209453	35.01	0.472869	34.537131	65.570498	0.962088	0.209959
GLM-4.5-Air-Base-106B-A12B	GLM-4.5-Air-Base	106	NextCoderDataset_v1_long	1,024	17.209453	35.01	0.521799	34.488201	17.749378	1.013976	0.220158
GLM-4.5-Base-355B-A32B	GLM-4.5-Base	355	NextCoderDataset_v1_long	1,024	17.209453	35.01	0.476995	34.533005	48.828659	0.973507	0.21236
Hunyuan-0.5B-Pretrain	Hunyuan	0.5	NextCoderDataset_v1_long	1,024	16.882476	33.73	0.800135	32.929865	1.000648	1.102658	0.198562
Hunyuan-1.8B-Pretrain	Hunyuan	1.8	NextCoderDataset_v1_long	1,024	16.882476	33.73	0.668718	33.061282	3.805148	1.039954	0.19066
Hunyuan-4B-Pretrain	Hunyuan	4	NextCoderDataset_v1_long	1,024	16.882476	33.73	0.572837	33.157163	8.297562	1.007332	0.187058
Hunyuan-7B-Pretrain	Hunyuan	7	NextCoderDataset_v1_long	1,024	16.967654	33.73	0.54307	33.18693	15.643395	0.980973	0.18288
Llama-3.1-8B	Llama-3.1	8	NextCoderDataset_v1_long	1,024	16.968667	34.97	0.586331	34.383669	15.64415	1.016346	0.218254
Llama-3.1-70B	Llama-3.1	70	NextCoderDataset_v1_long	1,024	16.968667	34.97	0.505301	34.464699	143.712559	0.930719	0.201584
Llama-3.2-1B	Llama-3.2	1	NextCoderDataset_v1_long	1,024	16.968667	34.97	0.773256	34.196744	2.599462	1.094599	0.23036
Llama-3.2-3B	Llama-3.2	3	NextCoderDataset_v1_long	1,024	16.968667	34.97	0.658106	34.311894	6.759565	1.051865	0.224153
Llama-4-109B-A17B	Llama-4	109	NextCoderDataset_v1_long	1,024	17.624339	34.67	0.690671	33.979329	41.803621	0.963988	0.198002
Ministral-3-3B-Base-2512	Ministral-3	3	NextCoderDataset_v1_long	1,024	17	33.13	0.557033	32.572967	6.770852	0.998482	0.170832
Ministral-3-8B-Base-2512	Ministral-3	8	NextCoderDataset_v1_long	1,024	17	33.13	0.510421	32.619579	16.578289	0.961822	0.165699
Ministral-3-14B-Base-2512	Ministral-3	14	NextCoderDataset_v1_long	1,024	17	33.13	0.493245	32.636755	27.788019	0.941639	0.162632
Qwen1.5-0.5B	Qwen1.5	0.5	NextCoderDataset_v1_long	1,024	17.213104	34.73	1.002381	33.727619	1.001482	1.129326	0.225266
Qwen1.5-1.8B	Qwen1.5	1.8	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.83304	33.89696	3.22703	1.074275	0.218581
Qwen1.5-4B	Qwen1.5	4	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.709119	34.020881	7.507259	1.038126	0.214238
Qwen1.5-7B	Qwen1.5	7	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.643708	34.086292	14.812	1.009909	0.209953
Qwen1.5-14B	Qwen1.5	14	NextCoderDataset_v1_long	1,024	17.214319	34.73	0.609284	34.120716	27.847075	0.984367	0.205429
Qwen1.5-14.3B-A2.7B	Qwen1.5	14.3	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.629485	34.100515	4.966492	1.059833	0.220682
Qwen1.5-32B	Qwen1.5	32	NextCoderDataset_v1_long	1,024	17.214319	34.73	0.584026	34.145974	65.674748	0.951131	0.19905
Qwen1.5-72B	Qwen1.5	72	NextCoderDataset_v1_long	1,024	17.214319	34.73	0.543185	34.186815	146.86077	0.922436	0.193916
Qwen2-0.5B	Qwen2	0.5	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.816911	33.913089	1.056686	1.1326	0.230877
Qwen2-1.5B	Qwen2	1.5	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.67441	34.05559	3.251336	1.078932	0.223532
Qwen2-7B	Qwen2	7	NextCoderDataset_v1_long	1,024	17.214319	34.73	0.567878	34.162122	14.690193	1.012513	0.212274
Qwen2-57B-A14B	Qwen2	57	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.539411	34.190589	27.316458	0.987173	0.207611
Qwen2-72B	Qwen2	72	NextCoderDataset_v1_long	1,024	17.214319	34.73	0.498881	34.231119	147.719763	0.923422	0.195067
Qwen2.5-0.5B	Qwen2.5	0.5	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.757765	33.972235	1.056686	1.134576	0.232853
Qwen2.5-1.5B	Qwen2.5	1.5	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.61717	34.11283	3.251336	1.080745	0.225345
Qwen2.5-3B	Qwen2.5	3	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.57021	34.15979	6.473975	1.049205	0.21991
Qwen2.5-7B	Qwen2.5	7	NextCoderDataset_v1_long	1,024	17.214319	34.73	0.518409	34.211591	14.690193	1.01398	0.213741
Qwen2.5-14B	Qwen2.5	14	NextCoderDataset_v1_long	1,024	17.214319	34.73	0.486131	34.243869	29.167693	0.986019	0.20858
Qwen2.5-32B	Qwen2.5	32	NextCoderDataset_v1_long	1,024	17.214319	34.73	0.468538	34.261462	66.190144	0.954048	0.202203
Qwen2.5-72B	Qwen2.5	72	NextCoderDataset_v1_long	1,024	17.214319	34.73	0.451155	34.278845	147.719763	0.924709	0.196355
Qwen3-0.6B-Base	Qwen3	0.6	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.705937	34.024063	1.100258	1.134098	0.234128
Qwen3-1.7B-Base	Qwen3	1.7	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.58597	34.14403	3.643625	1.076131	0.225161
Qwen3-4B-Base	Qwen3	4	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.51919	34.21081	7.705922	1.042723	0.219781
Qwen3-8B-Base	Qwen3	8	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.493595	34.236405	15.808399	1.011542	0.213805
Qwen3-14B-Base	Qwen3	14	NextCoderDataset_v1_long	1,024	17.213104	34.73	0.47132	34.25868	29.080536	0.986568	0.209033
Seed-OSS-36B-Base	Seed-OSS	36	NextCoderDataset_v1_long	1,024	17.243174	30.29	0.433735	29.856265	65.535161	0.831713	0.079568
gemma-3-0.27b-pt	gemma-3	0.27	NextCoderDataset_v1_long	1,024	18	29.05	1.393586	27.656414	0.550437	0.953611	0.022634
gemma-3-1b-pt	gemma-3	1	NextCoderDataset_v1_long	1,024	18	29.05	0.951468	28.098532	2.129873	0.907754	0.035489
gemma-3-4b-pt	gemma-3	4	NextCoderDataset_v1_long	1,024	18.000352	29.05	0.55082	28.49918	8.402187	0.865345	0.045521
gemma-3-12b-pt	gemma-3	12	NextCoderDataset_v1_long	1,024	18.000352	29.05	0.488899	28.561101	24.191529	0.828829	0.045302
gemma-3-27b-pt	gemma-3	27	NextCoderDataset_v1_long	1,024	18.000352	29.05	0.468859	28.581141	58.631963	0.799769	0.044244
glm-4-9b-hf	glm-4	9	NextCoderDataset_v1_long	1,024	17.209453	35.01	0.623737	34.386263	18.321995	1.009619	0.216869
internlm2.5-1.8b	internlm2.5	1.8	NextCoderDataset_v1_long	1,024	16.497852	34.28	0.909468	33.370532	3.583513	1.052548	0.200935
internlm2.5-7b	internlm2.5	7	NextCoderDataset_v1_long	1,024	16.497852	34.28	0.668376	33.611624	15.344576	0.994345	0.195594
internlm2.5-20b	internlm2.5	20	NextCoderDataset_v1_long	1,024	16.497852	34.28	0.598667	33.681333	40.127812	0.957137	0.189866
Qwen3.5-0.8B-Base	Qwen3.5	0.8	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.921841	36.94	3.755297	33.184703	1.49477	1.090058	0.203156
Qwen3.5-2B-Base	Qwen3.5	2	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.921841	36.94	3.438196	33.501804	3.827059	1.053537	0.204463
Qwen3.5-4B-Base	Qwen3.5	4	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.921841	36.94	3.167983	33.772017	8.317431	1.025904	0.205716
Qwen3.5-9B-Base	Qwen3.5	9	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.921841	36.94	3.001058	33.938942	16.039488	1.002133	0.20489
Qwen3.5-0.8B-Base	Qwen3.5	0.8	IndustryCorpus_batch_aa_long	1,024	17.921841	33.85	4.559426	29.290574	1.49477	0.962143	0.347881
Qwen3.5-2B-Base	Qwen3.5	2	IndustryCorpus_batch_aa_long	1,024	17.921841	33.85	4.150477	29.699523	3.827059	0.933966	0.345904
Qwen3.5-4B-Base	Qwen3.5	4	IndustryCorpus_batch_aa_long	1,024	17.921841	33.85	3.834982	30.015018	8.317431	0.911776	0.34372
Qwen3.5-9B-Base	Qwen3.5	9	IndustryCorpus_batch_aa_long	1,024	17.921841	33.85	3.605877	30.244123	16.039488	0.893034	0.340869
Qwen3.5-0.8B-Base	Qwen3.5	0.8	NextCoderDataset_v1_long	1,024	17.921841	31.69	0.759157	30.930843	1.49477	1.016023	0.129121
Qwen3.5-2B-Base	Qwen3.5	2	NextCoderDataset_v1_long	1,024	17.921841	31.69	0.641926	31.048074	3.827059	0.976374	0.1273
Qwen3.5-4B-Base	Qwen3.5	4	NextCoderDataset_v1_long	1,024	17.921841	31.69	0.551812	31.138188	8.317431	0.945895	0.125707
Qwen3.5-9B-Base	Qwen3.5	9	NextCoderDataset_v1_long	1,024	17.921841	31.69	0.511567	31.178433	16.039488	0.920622	0.123379
Qwen3.5-0.8B-Base	Qwen3.5	0.8	data_part_0000	1,024	17.921841	33.94	3.718996	30.221004	1.49477	0.992706	0.204349
Qwen3.5-2B-Base	Qwen3.5	2	data_part_0000	1,024	17.921841	33.94	3.402341	30.537659	3.827059	0.960323	0.205591
Qwen3.5-4B-Base	Qwen3.5	4	data_part_0000	1,024	17.921841	33.94	3.132766	30.807234	8.317431	0.935842	0.206786
Qwen3.5-9B-Base	Qwen3.5	9	data_part_0000	1,024	17.921841	33.94	2.962356	30.977644	16.039488	0.914693	0.206033
Qwen3.5-0.8B-Base	Qwen3.5	0.8	eng_Latn_000_00027_long	1,024	17.921841	35.15	3.470145	31.679855	1.49477	1.040626	0.153725
Qwen3.5-2B-Base	Qwen3.5	2	eng_Latn_000_00027_long	1,024	17.921841	35.15	3.176507	31.973493	3.827059	1.005476	0.156402
Qwen3.5-4B-Base	Qwen3.5	4	eng_Latn_000_00027_long	1,024	17.921841	35.15	2.922985	32.227015	8.317431	0.978971	0.158783
Qwen3.5-9B-Base	Qwen3.5	9	eng_Latn_000_00027_long	1,024	17.921841	35.15	2.775994	32.374006	16.039488	0.955925	0.158681

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