Split (1)

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
DeepSeek-V2-236B-A21B	DeepSeek-V2	236	data_part_0000	1,024	16.643856	32.12	2.251732	29.868268	37.795712	0.850868	0.167171
DeepSeek-V3.1-Base-671B-A37B	DeepSeek-V3.1-Base	671	data_part_0000	1,024	16.98014	34.94	2.277205	32.662795	78.006807	0.903569	0.239644
GLM-4-32B-Base-0414	GLM-4	32	data_part_0000	1,024	17.209453	34.82	2.760893	32.059107	65.570498	0.893058	0.224499
GLM-4.5-Air-Base-106B-A12B	GLM-4.5-Air-Base	106	data_part_0000	1,024	17.209453	34.82	2.58169	32.23831	17.749378	0.947828	0.242212
GLM-4.5-Base-355B-A32B	GLM-4.5-Base	355	data_part_0000	1,024	17.209453	34.82	2.281375	32.538625	48.828659	0.917284	0.240709
Hunyuan-0.5B-Pretrain	Hunyuan	0.5	data_part_0000	1,024	16.882476	34.95	3.988531	30.961469	1.000648	1.036746	0.233105
Hunyuan-1.8B-Pretrain	Hunyuan	1.8	data_part_0000	1,024	16.882476	34.95	3.584585	31.365415	3.805148	0.98661	0.231682
Hunyuan-4B-Pretrain	Hunyuan	4	data_part_0000	1,024	16.882476	34.95	3.298443	31.651557	8.297562	0.961591	0.232458
Hunyuan-7B-Pretrain	Hunyuan	7	data_part_0000	1,024	16.967654	34.95	2.997694	31.952306	15.643395	0.944479	0.235062
Llama-3.1-8B	Llama-3.1	8	data_part_0000	1,024	16.968667	32.84	2.821996	30.018004	15.64415	0.887301	0.177886
Llama-3.1-70B	Llama-3.1	70	data_part_0000	1,024	16.968667	32.84	2.40853	30.43147	143.712559	0.821802	0.173682
Llama-3.2-1B	Llama-3.2	1	data_part_0000	1,024	16.968667	32.84	3.366786	29.473214	2.599462	0.943404	0.175191
Llama-3.2-3B	Llama-3.2	3	data_part_0000	1,024	16.968667	32.84	3.080525	29.759475	6.759565	0.912306	0.176562
Llama-4-109B-A17B	Llama-4	109	data_part_0000	1,024	17.624339	34.45	3.977431	30.472569	41.803621	0.864502	0.183626
Ministral-3-3B-Base-2512	Ministral-3	3	data_part_0000	1,024	17	30.85	2.850933	27.999067	6.770852	0.858275	0.122586
Ministral-3-8B-Base-2512	Ministral-3	8	data_part_0000	1,024	17	30.85	2.668005	28.181995	16.578289	0.830975	0.12331
Ministral-3-14B-Base-2512	Ministral-3	14	data_part_0000	1,024	17	30.85	2.583401	28.266599	27.788019	0.815551	0.1231
Qwen1.5-0.5B	Qwen1.5	0.5	data_part_0000	1,024	17.213104	33.8	3.723981	30.076019	1.001482	1.007057	0.203448
Qwen1.5-1.8B	Qwen1.5	1.8	data_part_0000	1,024	17.213104	33.8	3.419022	30.380978	3.22703	0.962845	0.202228
Qwen1.5-4B	Qwen1.5	4	data_part_0000	1,024	17.213104	33.8	3.175163	30.624837	7.507259	0.934498	0.202153
Qwen1.5-7B	Qwen1.5	7	data_part_0000	1,024	17.213104	33.8	3.035588	30.764412	14.812	0.911489	0.200416
Qwen1.5-14B	Qwen1.5	14	data_part_0000	1,024	17.214319	33.8	2.944247	30.855753	27.847075	0.890174	0.197785
Qwen1.5-14.3B-A2.7B	Qwen1.5	14.3	data_part_0000	1,024	17.213104	33.8	2.895214	30.904786	4.966492	0.960511	0.214599
Qwen1.5-32B	Qwen1.5	32	data_part_0000	1,024	17.214319	33.8	2.716146	31.083854	65.674748	0.865836	0.19732
Qwen1.5-72B	Qwen1.5	72	data_part_0000	1,024	17.214319	33.8	2.571015	31.228985	146.86077	0.842627	0.195054
Qwen2-0.5B	Qwen2	0.5	data_part_0000	1,024	17.213104	33.8	3.674334	30.125666	1.056686	1.006111	0.20458
Qwen2-1.5B	Qwen2	1.5	data_part_0000	1,024	17.213104	33.8	3.271616	30.528384	3.251336	0.967185	0.206829
Qwen2-7B	Qwen2	7	data_part_0000	1,024	17.214319	33.8	2.885552	30.914448	14.690193	0.916257	0.204934
Qwen2-57B-A14B	Qwen2	57	data_part_0000	1,024	17.213104	33.8	2.667734	31.132266	27.316458	0.898871	0.205928
Qwen2-72B	Qwen2	72	data_part_0000	1,024	17.214319	33.8	2.517922	31.282078	147.719763	0.843868	0.196442
Qwen2.5-0.5B	Qwen2.5	0.5	data_part_0000	1,024	17.213104	33.8	3.647935	30.152065	1.056686	1.006993	0.205461
Qwen2.5-1.5B	Qwen2.5	1.5	data_part_0000	1,024	17.213104	33.8	3.237605	30.562395	3.251336	0.968262	0.207906
Qwen2.5-3B	Qwen2.5	3	data_part_0000	1,024	17.213104	33.8	3.067104	30.732896	6.473975	0.943949	0.206798
Qwen2.5-7B	Qwen2.5	7	data_part_0000	1,024	17.214319	33.8	2.90054	30.89946	14.690193	0.915813	0.20449
Qwen2.5-14B	Qwen2.5	14	data_part_0000	1,024	17.214319	33.8	2.702427	31.097573	29.167693	0.895424	0.204368
Qwen2.5-32B	Qwen2.5	32	data_part_0000	1,024	17.214319	33.8	2.661643	31.138357	66.190144	0.867082	0.198775
Qwen2.5-72B	Qwen2.5	72	data_part_0000	1,024	17.214319	33.8	2.50709	31.29291	147.719763	0.844161	0.196734
Qwen3-0.6B-Base	Qwen3	0.6	data_part_0000	1,024	17.213104	33.8	3.59006	30.20994	1.100258	1.006965	0.206991
Qwen3-1.7B-Base	Qwen3	1.7	data_part_0000	1,024	17.213104	33.8	3.238315	30.561685	3.643625	0.963225	0.206807
Qwen3-4B-Base	Qwen3	4	data_part_0000	1,024	17.213104	33.8	3.026427	30.773573	7.705922	0.937958	0.206454
Qwen3-8B-Base	Qwen3	8	data_part_0000	1,024	17.213104	33.8	2.868133	30.931867	15.808399	0.913907	0.204808
Qwen3-14B-Base	Qwen3	14	data_part_0000	1,024	17.213104	33.8	2.751367	31.048633	29.080536	0.894126	0.202984
Seed-OSS-36B-Base	Seed-OSS	36	data_part_0000	1,024	17.243174	32.94	2.611972	30.328028	65.535161	0.844855	0.176281
gemma-3-0.27b-pt	gemma-3	0.27	data_part_0000	1,024	18	32.35	4.019984	28.330016	0.550437	0.976837	0.149302
gemma-3-1b-pt	gemma-3	1	data_part_0000	1,024	18	32.35	3.450459	28.899541	2.129873	0.933631	0.158285
gemma-3-4b-pt	gemma-3	4	data_part_0000	1,024	18.000352	32.35	3.001616	29.348384	8.402187	0.89113	0.162398
gemma-3-12b-pt	gemma-3	12	data_part_0000	1,024	18.000352	32.35	2.759337	29.590663	24.191529	0.858707	0.162238
gemma-3-27b-pt	gemma-3	27	data_part_0000	1,024	18.000352	32.35	2.646754	29.703246	58.631963	0.831168	0.15959
glm-4-9b-hf	glm-4	9	data_part_0000	1,024	17.209453	34.82	3.027163	31.792837	18.321995	0.933473	0.228806
internlm2.5-1.8b	internlm2.5	1.8	data_part_0000	1,024	16.497852	33.59	3.635528	29.954472	3.583513	0.944802	0.187812
internlm2.5-7b	internlm2.5	7	data_part_0000	1,024	16.497852	33.59	3.15482	30.43518	15.344576	0.900375	0.190374
internlm2.5-20b	internlm2.5	20	data_part_0000	1,024	16.497852	33.59	2.840322	30.749678	40.127812	0.873827	0.191809
DeepSeek-V2-236B-A21B	DeepSeek-V2	236	eng_Latn_000_00027_long	1,024	16.643856	33.77	2.362466	31.407534	37.795712	0.894718	0.125559
DeepSeek-V3.1-Base-671B-A37B	DeepSeek-V3.1-Base	671	eng_Latn_000_00027_long	1,024	16.98014	37.28	2.342944	34.937056	78.006807	0.966483	0.219567
GLM-4-32B-Base-0414	GLM-4	32	eng_Latn_000_00027_long	1,024	17.209453	36.64	2.735804	33.904196	65.570498	0.944456	0.192328
GLM-4.5-Air-Base-106B-A12B	GLM-4.5-Air-Base	106	eng_Latn_000_00027_long	1,024	17.209453	36.64	2.631452	34.008548	17.749378	0.999874	0.206056
GLM-4.5-Base-355B-A32B	GLM-4.5-Base	355	eng_Latn_000_00027_long	1,024	17.209453	36.64	2.410081	34.229919	48.828659	0.964963	0.203816
Hunyuan-0.5B-Pretrain	Hunyuan	0.5	eng_Latn_000_00027_long	1,024	16.882476	36.61	3.975519	32.634481	1.000648	1.092767	0.188671
Hunyuan-1.8B-Pretrain	Hunyuan	1.8	eng_Latn_000_00027_long	1,024	16.882476	36.61	3.56141	33.04859	3.805148	1.039555	0.190261
Hunyuan-4B-Pretrain	Hunyuan	4	eng_Latn_000_00027_long	1,024	16.882476	36.61	3.287916	33.322084	8.297562	1.012342	0.192068
Hunyuan-7B-Pretrain	Hunyuan	7	eng_Latn_000_00027_long	1,024	16.967654	36.61	3.001569	33.608431	15.643395	0.993432	0.195339
Llama-3.1-8B	Llama-3.1	8	eng_Latn_000_00027_long	1,024	16.968667	36.74	2.777745	33.962255	15.64415	1.003889	0.205797
Llama-3.1-70B	Llama-3.1	70	eng_Latn_000_00027_long	1,024	16.968667	36.74	2.463389	34.276611	143.712559	0.92564	0.196505
Llama-3.2-1B	Llama-3.2	1	eng_Latn_000_00027_long	1,024	16.968667	36.74	3.258187	33.481813	2.599462	1.071715	0.207475
Llama-3.2-3B	Llama-3.2	3	eng_Latn_000_00027_long	1,024	16.968667	36.74	3.001065	33.738935	6.759565	1.0343	0.206589
Llama-4-109B-A17B	Llama-4	109	eng_Latn_000_00027_long	1,024	17.624339	37.49	3.862189	33.627811	41.803621	0.954016	0.18803
Ministral-3-3B-Base-2512	Ministral-3	3	eng_Latn_000_00027_long	1,024	17	34.92	2.858974	32.061026	6.770852	0.98279	0.155139
Ministral-3-8B-Base-2512	Ministral-3	8	eng_Latn_000_00027_long	1,024	17	34.92	2.70284	32.21716	16.578289	0.949956	0.153833
Ministral-3-14B-Base-2512	Ministral-3	14	eng_Latn_000_00027_long	1,024	17	34.92	2.626078	32.293922	27.788019	0.931747	0.152741
Qwen1.5-0.5B	Qwen1.5	0.5	eng_Latn_000_00027_long	1,024	17.213104	35.46	3.78343	31.67657	1.001482	1.060649	0.156589
Qwen1.5-1.8B	Qwen1.5	1.8	eng_Latn_000_00027_long	1,024	17.213104	35.46	3.475089	31.984911	3.22703	1.013677	0.157984
Qwen1.5-4B	Qwen1.5	4	eng_Latn_000_00027_long	1,024	17.213104	35.46	3.163737	32.296263	7.507259	0.985501	0.161612
Qwen1.5-7B	Qwen1.5	7	eng_Latn_000_00027_long	1,024	17.213104	35.46	3.029649	32.430351	14.812	0.960847	0.160891
Qwen1.5-14B	Qwen1.5	14	eng_Latn_000_00027_long	1,024	17.214319	35.46	2.939726	32.520274	27.847075	0.938195	0.159257
Qwen1.5-14.3B-A2.7B	Qwen1.5	14.3	eng_Latn_000_00027_long	1,024	17.213104	35.46	2.904088	32.555912	4.966492	1.011827	0.172676
Qwen1.5-32B	Qwen1.5	32	eng_Latn_000_00027_long	1,024	17.214319	35.46	2.746185	32.713815	65.674748	0.911238	0.159157
Qwen1.5-72B	Qwen1.5	72	eng_Latn_000_00027_long	1,024	17.214319	35.46	2.643311	32.816689	146.86077	0.885467	0.156947
Qwen2-0.5B	Qwen2	0.5	eng_Latn_000_00027_long	1,024	17.213104	35.46	3.685829	31.774171	1.056686	1.061166	0.159444
Qwen2-1.5B	Qwen2	1.5	eng_Latn_000_00027_long	1,024	17.213104	35.46	3.272856	32.187144	3.251336	1.019737	0.164336
Qwen2-7B	Qwen2	7	eng_Latn_000_00027_long	1,024	17.214319	35.46	2.875864	32.584136	14.690193	0.965744	0.165505
Qwen2-57B-A14B	Qwen2	57	eng_Latn_000_00027_long	1,024	17.213104	35.46	2.706306	32.753694	27.316458	0.945686	0.166124
Qwen2-72B	Qwen2	72	eng_Latn_000_00027_long	1,024	17.214319	35.46	2.58608	32.87392	147.719763	0.88681	0.158455
Qwen2.5-0.5B	Qwen2.5	0.5	eng_Latn_000_00027_long	1,024	17.213104	35.46	3.575057	31.884943	1.056686	1.064866	0.163143
Qwen2.5-1.5B	Qwen2.5	1.5	eng_Latn_000_00027_long	1,024	17.213104	35.46	3.165345	32.294655	3.251336	1.023143	0.167743
Qwen2.5-3B	Qwen2.5	3	eng_Latn_000_00027_long	1,024	17.213104	35.46	3.006886	32.453114	6.473975	0.996785	0.16749
Qwen2.5-7B	Qwen2.5	7	eng_Latn_000_00027_long	1,024	17.214319	35.46	2.853027	32.606973	14.690193	0.966421	0.166182
Qwen2.5-14B	Qwen2.5	14	eng_Latn_000_00027_long	1,024	17.214319	35.46	2.68643	32.77357	29.167693	0.943683	0.166244
Qwen2.5-32B	Qwen2.5	32	eng_Latn_000_00027_long	1,024	17.214319	35.46	2.648246	32.811754	66.190144	0.913679	0.161835
Qwen2.5-72B	Qwen2.5	72	eng_Latn_000_00027_long	1,024	17.214319	35.46	2.540453	32.919547	147.719763	0.888041	0.159686
Qwen3-0.6B-Base	Qwen3	0.6	eng_Latn_000_00027_long	1,024	17.213104	35.46	3.498448	31.961552	1.100258	1.06535	0.16538
Qwen3-1.7B-Base	Qwen3	1.7	eng_Latn_000_00027_long	1,024	17.213104	35.46	3.159305	32.300695	3.643625	1.018034	0.167064
Qwen3-4B-Base	Qwen3	4	eng_Latn_000_00027_long	1,024	17.213104	35.46	2.960826	32.499174	7.705922	0.990554	0.167611
Qwen3-8B-Base	Qwen3	8	eng_Latn_000_00027_long	1,024	17.213104	35.46	2.818506	32.641494	15.808399	0.964419	0.166682
Qwen3-14B-Base	Qwen3	14	eng_Latn_000_00027_long	1,024	17.213104	35.46	2.720139	32.739861	29.080536	0.942829	0.165294
Seed-OSS-36B-Base	Seed-OSS	36	eng_Latn_000_00027_long	1,024	17.243174	34.98	2.639093	32.340907	65.535161	0.900928	0.148783
gemma-3-0.27b-pt	gemma-3	0.27	eng_Latn_000_00027_long	1,024	18	35.77	3.819985	31.950015	0.550437	1.101657	0.17068
gemma-3-1b-pt	gemma-3	1	eng_Latn_000_00027_long	1,024	18	35.77	3.281368	32.488632	2.129873	1.049581	0.177316
gemma-3-4b-pt	gemma-3	4	eng_Latn_000_00027_long	1,024	18.000352	35.77	2.840498	32.929502	8.402187	0.999866	0.180042
gemma-3-12b-pt	gemma-3	12	eng_Latn_000_00027_long	1,024	18.000352	35.77	2.612972	33.157028	24.191529	0.962201	0.178674
gemma-3-27b-pt	gemma-3	27	eng_Latn_000_00027_long	1,024	18.000352	35.77	2.509468	33.260532	58.631963	0.930709	0.175185

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