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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
glm-4-9b-hf	glm-4	9	eng_Latn_000_00027_long	1,024	17.209453	36.64	2.982361	33.657639	18.321995	0.988226	0.195476
internlm2.5-1.8b	internlm2.5	1.8	eng_Latn_000_00027_long	1,024	16.497852	35.25	3.597324	31.652676	3.583513	0.998365	0.146751
internlm2.5-7b	internlm2.5	7	eng_Latn_000_00027_long	1,024	16.497852	35.25	3.087466	32.162534	15.344576	0.951476	0.152725
internlm2.5-20b	internlm2.5	20	eng_Latn_000_00027_long	1,024	16.497852	35.25	2.822618	32.427382	40.127812	0.921503	0.154232
DeepSeek-V2-236B-A21B	DeepSeek-V2	236	IndustryCorpus_batch_aa_long	1,024	16.643856	30.81	2.116081	28.693919	37.795712	0.817414	0.2847
DeepSeek-V3.1-Base-671B-A37B	DeepSeek-V3.1-Base	671	IndustryCorpus_batch_aa_long	1,024	16.98014	33.98	2.505698	31.474302	78.006807	0.870691	0.353382
GLM-4-32B-Base-0414	GLM-4	32	IndustryCorpus_batch_aa_long	1,024	17.209453	33.23	3.138579	30.091421	65.570498	0.838245	0.317326
GLM-4.5-Air-Base-106B-A12B	GLM-4.5-Air-Base	106	IndustryCorpus_batch_aa_long	1,024	17.209453	33.23	2.86727	30.36273	17.749378	0.892685	0.342892
GLM-4.5-Base-355B-A32B	GLM-4.5-Base	355	IndustryCorpus_batch_aa_long	1,024	17.209453	33.23	2.493552	30.736448	48.828659	0.866479	0.339315
Hunyuan-0.5B-Pretrain	Hunyuan	0.5	IndustryCorpus_batch_aa_long	1,024	16.882476	35.12	4.691962	30.428038	1.000648	1.018884	0.392714
Hunyuan-1.8B-Pretrain	Hunyuan	1.8	IndustryCorpus_batch_aa_long	1,024	16.882476	35.12	4.187853	30.932147	3.805148	0.972982	0.384767
Hunyuan-4B-Pretrain	Hunyuan	4	IndustryCorpus_batch_aa_long	1,024	16.882476	35.12	3.870864	31.249136	8.297562	0.949365	0.381249
Hunyuan-7B-Pretrain	Hunyuan	7	IndustryCorpus_batch_aa_long	1,024	16.967654	35.12	3.29822	31.82178	15.643395	0.940621	0.387867
Llama-3.1-8B	Llama-3.1	8	IndustryCorpus_batch_aa_long	1,024	16.968667	23.9	3.213531	20.686469	15.64415	0.611471	0.058718
Llama-3.1-70B	Llama-3.1	70	IndustryCorpus_batch_aa_long	1,024	16.968667	23.9	2.785084	21.114916	143.712559	0.570208	0.065215
Llama-3.2-1B	Llama-3.2	1	IndustryCorpus_batch_aa_long	1,024	16.968667	23.9	3.962633	19.937367	2.599462	0.638172	0.039607
Llama-3.2-3B	Llama-3.2	3	IndustryCorpus_batch_aa_long	1,024	16.968667	23.9	3.578357	20.321644	6.759565	0.62298	0.049713
Llama-4-109B-A17B	Llama-4	109	IndustryCorpus_batch_aa_long	1,024	17.624339	29.49	4.475708	25.014292	41.803621	0.709652	0.179135
Ministral-3-3B-Base-2512	Ministral-3	3	IndustryCorpus_batch_aa_long	1,024	17	20.51	2.581178	17.928822	6.770852	0.549585	-0.023639
Ministral-3-8B-Base-2512	Ministral-3	8	IndustryCorpus_batch_aa_long	1,024	17	20.51	2.382357	18.127643	16.578289	0.534512	-0.016877
Ministral-3-14B-Base-2512	Ministral-3	14	IndustryCorpus_batch_aa_long	1,024	17	20.51	2.302648	18.207352	27.788019	0.52532	-0.014214
Qwen1.5-0.5B	Qwen1.5	0.5	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	4.202774	26.957226	1.001482	0.902628	0.276483
Qwen1.5-1.8B	Qwen1.5	1.8	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	3.854468	27.305532	3.22703	0.865377	0.27273
Qwen1.5-4B	Qwen1.5	4	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	3.698275	27.461725	7.507259	0.837978	0.267359
Qwen1.5-7B	Qwen1.5	7	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	3.51122	27.64878	14.812	0.819179	0.265135
Qwen1.5-14B	Qwen1.5	14	IndustryCorpus_batch_aa_long	1,024	17.214319	31.16	3.409912	27.750088	27.847075	0.800577	0.261091
Qwen1.5-14.3B-A2.7B	Qwen1.5	14.3	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	3.341331	27.818669	4.966492	0.864595	0.283405
Qwen1.5-32B	Qwen1.5	32	IndustryCorpus_batch_aa_long	1,024	17.214319	31.16	3.084961	28.075039	65.674748	0.782026	0.26114
Qwen1.5-72B	Qwen1.5	72	IndustryCorpus_batch_aa_long	1,024	17.214319	31.16	2.940381	28.219619	146.86077	0.761428	0.25686
Qwen2-0.5B	Qwen2	0.5	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	4.184195	26.975805	1.056686	0.900915	0.276388
Qwen2-1.5B	Qwen2	1.5	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	3.729263	27.430737	3.251336	0.869047	0.276603
Qwen2-7B	Qwen2	7	IndustryCorpus_batch_aa_long	1,024	17.214319	31.16	3.250189	27.909811	14.690193	0.827204	0.272965
Qwen2-57B-A14B	Qwen2	57	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	3.033373	28.126627	27.316458	0.812091	0.272172
Qwen2-72B	Qwen2	72	IndustryCorpus_batch_aa_long	1,024	17.214319	31.16	2.811218	28.348782	147.719763	0.764739	0.260286
Qwen2.5-0.5B	Qwen2.5	0.5	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	4.1305	27.0295	1.056686	0.902708	0.278181
Qwen2.5-1.5B	Qwen2.5	1.5	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	3.65131	27.50869	3.251336	0.871516	0.279072
Qwen2.5-3B	Qwen2.5	3	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	3.46034	27.69966	6.473975	0.850784	0.276421
Qwen2.5-7B	Qwen2.5	7	IndustryCorpus_batch_aa_long	1,024	17.214319	31.16	3.263981	27.896019	14.690193	0.826796	0.272556
Qwen2.5-14B	Qwen2.5	14	IndustryCorpus_batch_aa_long	1,024	17.214319	31.16	3.025248	28.134752	29.167693	0.810113	0.271664
Qwen2.5-32B	Qwen2.5	32	IndustryCorpus_batch_aa_long	1,024	17.214319	31.16	2.97652	28.18348	66.190144	0.7848	0.264078
Qwen2.5-72B	Qwen2.5	72	IndustryCorpus_batch_aa_long	1,024	17.214319	31.16	2.777781	28.382219	147.719763	0.765641	0.261188
Qwen3-0.6B-Base	Qwen3	0.6	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	3.992007	27.167993	1.100258	0.90557	0.282257
Qwen3-1.7B-Base	Qwen3	1.7	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	3.56265	27.59735	3.643625	0.869797	0.280421
Qwen3-4B-Base	Qwen3	4	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	3.315219	27.844781	7.705922	0.848691	0.278727
Qwen3-8B-Base	Qwen3	8	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	3.101758	28.058242	15.808399	0.829003	0.276497
Qwen3-14B-Base	Qwen3	14	IndustryCorpus_batch_aa_long	1,024	17.213104	31.16	2.942369	28.217631	29.080536	0.8126	0.274085
Seed-OSS-36B-Base	Seed-OSS	36	IndustryCorpus_batch_aa_long	1,024	17.243174	31.93	2.844464	29.085536	65.535161	0.810242	0.289312
gemma-3-0.27b-pt	gemma-3	0.27	IndustryCorpus_batch_aa_long	1,024	18	28.58	5.011902	23.568098	0.550437	0.812643	0.167855
gemma-3-1b-pt	gemma-3	1	IndustryCorpus_batch_aa_long	1,024	18	28.58	4.134049	24.445951	2.129873	0.789753	0.185629
gemma-3-4b-pt	gemma-3	4	IndustryCorpus_batch_aa_long	1,024	18.000352	28.58	3.670429	24.909571	8.402187	0.75635	0.188546
gemma-3-12b-pt	gemma-3	12	IndustryCorpus_batch_aa_long	1,024	18.000352	28.58	3.340956	25.239044	24.191529	0.732425	0.18976
gemma-3-27b-pt	gemma-3	27	IndustryCorpus_batch_aa_long	1,024	18.000352	28.58	3.184687	25.395313	58.631963	0.710622	0.187351
glm-4-9b-hf	glm-4	9	IndustryCorpus_batch_aa_long	1,024	17.209453	33.23	3.481241	29.748759	18.321995	0.873457	0.324404
internlm2.5-1.8b	internlm2.5	1.8	IndustryCorpus_batch_aa_long	1,024	16.497852	32.52	4.206732	28.313268	3.583513	0.893036	0.303215
internlm2.5-7b	internlm2.5	7	IndustryCorpus_batch_aa_long	1,024	16.497852	32.52	3.602145	28.917855	15.344576	0.855487	0.302278
internlm2.5-20b	internlm2.5	20	IndustryCorpus_batch_aa_long	1,024	16.497852	32.52	3.216424	29.303576	40.127812	0.832732	0.301326
DeepSeek-V2-236B-A21B	DeepSeek-V2	236	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	16.643856	36.61	2.476067	34.133933	37.795712	0.972386	0.203227
DeepSeek-V3.1-Base-671B-A37B	DeepSeek-V3.1-Base	671	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	16.98014	38.51	2.215646	36.294354	78.006807	1.00403	0.257115
GLM-4-32B-Base-0414	GLM-4	32	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.209453	37.99	2.649762	35.340238	65.570498	0.98446	0.232331
GLM-4.5-Air-Base-106B-A12B	GLM-4.5-Air-Base	106	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.209453	37.99	2.37584	35.61416	17.749378	1.04708	0.253262
GLM-4.5-Base-355B-A32B	GLM-4.5-Base	355	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.209453	37.99	1.920109	36.069891	48.828659	1.016833	0.255686
Hunyuan-0.5B-Pretrain	Hunyuan	0.5	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	16.882476	38.16	4.172645	33.987355	1.000648	1.138068	0.233972
Hunyuan-1.8B-Pretrain	Hunyuan	1.8	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	16.882476	38.16	3.728728	34.431272	3.805148	1.083048	0.233753
Hunyuan-4B-Pretrain	Hunyuan	4	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	16.882476	38.16	3.44978	34.71022	8.297562	1.054515	0.234241
Hunyuan-7B-Pretrain	Hunyuan	7	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	16.967654	38.16	3.134791	35.025209	15.643395	1.035311	0.237217
Llama-3.1-8B	Llama-3.1	8	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	16.968667	38.02	2.917857	35.102143	15.64415	1.037583	0.239491
Llama-3.1-70B	Llama-3.1	70	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	16.968667	38.02	2.356286	35.663714	143.712559	0.963099	0.233964
Llama-3.2-1B	Llama-3.2	1	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	16.968667	38.02	3.465827	34.554173	2.599462	1.10604	0.2418
Llama-3.2-3B	Llama-3.2	3	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	16.968667	38.02	3.191116	34.828884	6.759565	1.067713	0.240002
Llama-4-109B-A17B	Llama-4	109	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.624339	38.38	4.081302	34.298698	41.803621	0.973049	0.207063
Ministral-3-3B-Base-2512	Ministral-3	3	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17	37.08	3.120864	33.959136	6.770852	1.040974	0.213323
Ministral-3-8B-Base-2512	Ministral-3	8	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17	37.08	2.938379	34.141621	16.578289	1.006701	0.210578
Ministral-3-14B-Base-2512	Ministral-3	14	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17	37.08	2.844666	34.235334	27.788019	0.987761	0.208755
Qwen1.5-0.5B	Qwen1.5	0.5	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	4.016155	33.273845	1.001482	1.114132	0.210072
Qwen1.5-1.8B	Qwen1.5	1.8	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	3.689668	33.600332	3.22703	1.064874	0.20918
Qwen1.5-4B	Qwen1.5	4	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	3.400392	33.889608	7.507259	1.034121	0.210232
Qwen1.5-7B	Qwen1.5	7	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	3.258969	34.031031	14.812	1.008272	0.208316
Qwen1.5-14B	Qwen1.5	14	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.214319	37.29	3.168459	34.121541	27.847075	0.984391	0.205453
Qwen1.5-14.3B-A2.7B	Qwen1.5	14.3	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	3.10791	34.18209	4.966492	1.062368	0.223217
Qwen1.5-32B	Qwen1.5	32	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.214319	37.29	2.92463	34.36537	65.674748	0.957242	0.205161
Qwen1.5-72B	Qwen1.5	72	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.214319	37.29	2.793927	34.496073	146.86077	0.930781	0.202261
Qwen2-0.5B	Qwen2	0.5	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	3.934563	33.355437	1.056686	1.113976	0.212253
Qwen2-1.5B	Qwen2	1.5	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	3.507875	33.782125	3.251336	1.070268	0.214868
Qwen2-7B	Qwen2	7	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.214319	37.29	3.101585	34.188415	14.690193	1.013293	0.213054
Qwen2-57B-A14B	Qwen2	57	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	2.859682	34.430318	27.316458	0.994095	0.214533
Qwen2-72B	Qwen2	72	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.214319	37.29	2.725717	34.564283	147.719763	0.932409	0.204055
Qwen2.5-0.5B	Qwen2.5	0.5	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	3.751422	33.538578	1.056686	1.120093	0.21837
Qwen2.5-1.5B	Qwen2.5	1.5	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	3.292654	33.997346	3.251336	1.077087	0.221686
Qwen2.5-3B	Qwen2.5	3	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	3.104096	34.185904	6.473975	1.050007	0.220712
Qwen2.5-7B	Qwen2.5	7	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.214319	37.29	2.892796	34.397204	14.690193	1.019481	0.219242
Qwen2.5-14B	Qwen2.5	14	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.214319	37.29	2.553493	34.736507	29.167693	1.000204	0.222765
Qwen2.5-32B	Qwen2.5	32	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.214319	37.29	2.436857	34.853143	66.190144	0.970524	0.218679
Qwen2.5-72B	Qwen2.5	72	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.214319	37.29	2.037559	35.252441	147.719763	0.950973	0.222619
Qwen3-0.6B-Base	Qwen3	0.6	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	3.744443	33.545557	1.100258	1.118149	0.218178
Qwen3-1.7B-Base	Qwen3	1.7	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	3.383862	33.906138	3.643625	1.068633	0.217663
Qwen3-4B-Base	Qwen3	4	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	3.163583	34.126417	7.705922	1.040151	0.217209
Qwen3-8B-Base	Qwen3	8	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	2.993185	34.296815	15.808399	1.013327	0.21559
Qwen3-14B-Base	Qwen3	14	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.213104	37.29	2.862198	34.427802	29.080536	0.991438	0.213903
Seed-OSS-36B-Base	Seed-OSS	36	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	17.243174	36.91	2.808409	34.101591	65.535161	0.949976	0.197831
gemma-3-0.27b-pt	gemma-3	0.27	CC-MAIN-2013-20_train-00000-of-00014_long	1,024	18	37.53	4.112582	33.417418	0.550437	1.152254	0.221277

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