🧬 Datasets:
- TeichAI/claude-4.5-opus-high-reasoning-250x
🏗 Base Model:
- unsloth/GLM-4.7-Flash
⚡ Use cases:
- Coding
- Science
- Deep Research
∑ Stats (Dataset)
- Costs: $ 52.30 (USD)
- Total tokens (input + output): 2.13 M

Benchmarks

Model Comparison vs Base

Base model: zai-org/GLM-4.7-Flash

Benchmark	Base Score	Distilled Score	Delta	Delta %
arc_challenge	0.224403	0.217577	-0.00682594	-0.0304183
gpqa_diamond_zeroshot	0.262626	0.292929	0.030303	0.115385
hellaswag	0.257817	0.256722	-0.0010954	-0.00424874
ifeval	0.109057	0.112754	0.00369686	0.0338983
mmlu	0.229454	0.240706	0.011252	0.0490379
truthfulqa_mc2	0.467552	0.466805	-0.000747457	-0.00159866
winogrande	0.468824	0.504341	0.035517	0.0757576

Aggregate Comparison

Benchmarks Compared	Wins vs Base	Ties vs Base	Losses vs Base	Avg Delta
7	4	0	3	0.0103

Detailed Results

Model	Benchmark	Score	Total Questions	Total Correct
zai-org/GLM-4.7-Flash	winogrande	0.468824	1267	594
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	winogrande	0.504341	1267	639
zai-org/GLM-4.7-Flash	arc_challenge	0.224403	1172	263
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	arc_challenge	0.217577	1172	255
zai-org/GLM-4.7-Flash	hellaswag	0.257817	10042	2589
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	hellaswag	0.256722	10042	2578
zai-org/GLM-4.7-Flash	truthfulqa_mc2	0.467552	817	381
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	truthfulqa_mc2	0.466805	817	381
zai-org/GLM-4.7-Flash	mmlu	0.229454	14042	3222
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	mmlu	0.240706	14042	3380
zai-org/GLM-4.7-Flash	ifeval	0.109057	541	59
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	ifeval	0.112754	541	61
zai-org/GLM-4.7-Flash	gpqa_diamond_zeroshot	0.262626	198	52
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	gpqa_diamond_zeroshot	0.292929	198	58

MMLU Subject Breakdown

MMLU Detailed Results

Model	Subject	Benchmark	Score	Total Questions	Total Correct
zai-org/GLM-4.7-Flash	formal_logic	mmlu_formal_logic	0.285714	126	36
zai-org/GLM-4.7-Flash	high_school_european_history	mmlu_high_school_european_history	0.218182	165	36
zai-org/GLM-4.7-Flash	high_school_us_history	mmlu_high_school_us_history	0.25	204	51
zai-org/GLM-4.7-Flash	high_school_world_history	mmlu_high_school_world_history	0.270042	237	63
zai-org/GLM-4.7-Flash	international_law	mmlu_international_law	0.239669	121	29
zai-org/GLM-4.7-Flash	jurisprudence	mmlu_jurisprudence	0.259259	108	28
zai-org/GLM-4.7-Flash	logical_fallacies	mmlu_logical_fallacies	0.220859	163	36
zai-org/GLM-4.7-Flash	moral_disputes	mmlu_moral_disputes	0.248555	346	86
zai-org/GLM-4.7-Flash	moral_scenarios	mmlu_moral_scenarios	0.237989	895	213
zai-org/GLM-4.7-Flash	philosophy	mmlu_philosophy	0.186495	311	58
zai-org/GLM-4.7-Flash	prehistory	mmlu_prehistory	0.216049	324	70
zai-org/GLM-4.7-Flash	professional_law	mmlu_professional_law	0.245763	1534	377
zai-org/GLM-4.7-Flash	world_religions	mmlu_world_religions	0.321637	171	55
zai-org/GLM-4.7-Flash	business_ethics	mmlu_business_ethics	0.3	100	30
zai-org/GLM-4.7-Flash	clinical_knowledge	mmlu_clinical_knowledge	0.215094	265	57
zai-org/GLM-4.7-Flash	college_medicine	mmlu_college_medicine	0.208092	173	36
zai-org/GLM-4.7-Flash	global_facts	mmlu_global_facts	0.18	100	18
zai-org/GLM-4.7-Flash	human_aging	mmlu_human_aging	0.313901	223	70
zai-org/GLM-4.7-Flash	management	mmlu_management	0.174757	103	18
zai-org/GLM-4.7-Flash	marketing	mmlu_marketing	0.290598	234	68
zai-org/GLM-4.7-Flash	medical_genetics	mmlu_medical_genetics	0.3	100	30
zai-org/GLM-4.7-Flash	miscellaneous	mmlu_miscellaneous	0.237548	783	186
zai-org/GLM-4.7-Flash	nutrition	mmlu_nutrition	0.22549	306	69
zai-org/GLM-4.7-Flash	professional_accounting	mmlu_professional_accounting	0.234043	282	66
zai-org/GLM-4.7-Flash	professional_medicine	mmlu_professional_medicine	0.183824	272	50
zai-org/GLM-4.7-Flash	virology	mmlu_virology	0.283133	166	47
zai-org/GLM-4.7-Flash	econometrics	mmlu_econometrics	0.236842	114	27
zai-org/GLM-4.7-Flash	high_school_geography	mmlu_high_school_geography	0.176768	198	35
zai-org/GLM-4.7-Flash	high_school_government_and_politics	mmlu_high_school_government_and_politics	0.196891	193	38
zai-org/GLM-4.7-Flash	high_school_macroeconomics	mmlu_high_school_macroeconomics	0.202564	390	79
zai-org/GLM-4.7-Flash	high_school_microeconomics	mmlu_high_school_microeconomics	0.214286	238	51
zai-org/GLM-4.7-Flash	high_school_psychology	mmlu_high_school_psychology	0.192661	545	105
zai-org/GLM-4.7-Flash	human_sexuality	mmlu_human_sexuality	0.259542	131	34
zai-org/GLM-4.7-Flash	professional_psychology	mmlu_professional_psychology	0.25	612	153
zai-org/GLM-4.7-Flash	public_relations	mmlu_public_relations	0.218182	110	24
zai-org/GLM-4.7-Flash	security_studies	mmlu_security_studies	0.187755	245	46
zai-org/GLM-4.7-Flash	sociology	mmlu_sociology	0.238806	201	48
zai-org/GLM-4.7-Flash	us_foreign_policy	mmlu_us_foreign_policy	0.28	100	28
zai-org/GLM-4.7-Flash	abstract_algebra	mmlu_abstract_algebra	0.22	100	22
zai-org/GLM-4.7-Flash	anatomy	mmlu_anatomy	0.185185	135	25
zai-org/GLM-4.7-Flash	astronomy	mmlu_astronomy	0.177632	152	27
zai-org/GLM-4.7-Flash	college_biology	mmlu_college_biology	0.256944	144	37
zai-org/GLM-4.7-Flash	college_chemistry	mmlu_college_chemistry	0.2	100	20
zai-org/GLM-4.7-Flash	college_computer_science	mmlu_college_computer_science	0.26	100	26
zai-org/GLM-4.7-Flash	college_mathematics	mmlu_college_mathematics	0.21	100	21
zai-org/GLM-4.7-Flash	college_physics	mmlu_college_physics	0.215686	102	22
zai-org/GLM-4.7-Flash	computer_security	mmlu_computer_security	0.28	100	28
zai-org/GLM-4.7-Flash	conceptual_physics	mmlu_conceptual_physics	0.26383	235	62
zai-org/GLM-4.7-Flash	electrical_engineering	mmlu_electrical_engineering	0.241379	145	35
zai-org/GLM-4.7-Flash	elementary_mathematics	mmlu_elementary_mathematics	0.208995	378	79
zai-org/GLM-4.7-Flash	high_school_biology	mmlu_high_school_biology	0.174194	310	54
zai-org/GLM-4.7-Flash	high_school_chemistry	mmlu_high_school_chemistry	0.152709	203	31
zai-org/GLM-4.7-Flash	high_school_computer_science	mmlu_high_school_computer_science	0.25	100	25
zai-org/GLM-4.7-Flash	high_school_mathematics	mmlu_high_school_mathematics	0.211111	270	57
zai-org/GLM-4.7-Flash	high_school_physics	mmlu_high_school_physics	0.198675	151	29
zai-org/GLM-4.7-Flash	high_school_statistics	mmlu_high_school_statistics	0.152778	216	33
zai-org/GLM-4.7-Flash	machine_learning	mmlu_machine_learning	0.321429	112	36
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	formal_logic	mmlu_formal_logic	0.206349	126	26
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	high_school_european_history	mmlu_high_school_european_history	0.206061	165	34
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	high_school_us_history	mmlu_high_school_us_history	0.245098	204	50
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	high_school_world_history	mmlu_high_school_world_history	0.270042	237	63
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	international_law	mmlu_international_law	0.239669	121	29
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	jurisprudence	mmlu_jurisprudence	0.305556	108	33
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	logical_fallacies	mmlu_logical_fallacies	0.214724	163	35
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	moral_disputes	mmlu_moral_disputes	0.271676	346	93
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	moral_scenarios	mmlu_moral_scenarios	0.222346	895	199
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	philosophy	mmlu_philosophy	0.228296	311	71
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	prehistory	mmlu_prehistory	0.271605	324	88
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	professional_law	mmlu_professional_law	0.252934	1534	388
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	world_religions	mmlu_world_religions	0.280702	171	48
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	business_ethics	mmlu_business_ethics	0.3	100	30
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	clinical_knowledge	mmlu_clinical_knowledge	0.267925	265	71
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	college_medicine	mmlu_college_medicine	0.213873	173	37
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	global_facts	mmlu_global_facts	0.32	100	32
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	human_aging	mmlu_human_aging	0.327354	223	73
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	management	mmlu_management	0.213592	103	22
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	marketing	mmlu_marketing	0.286325	234	67
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	medical_genetics	mmlu_medical_genetics	0.35	100	35
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	miscellaneous	mmlu_miscellaneous	0.254151	783	199
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	nutrition	mmlu_nutrition	0.222222	306	68
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	professional_accounting	mmlu_professional_accounting	0.244681	282	69
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	professional_medicine	mmlu_professional_medicine	0.183824	272	50
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	virology	mmlu_virology	0.325301	166	54
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	econometrics	mmlu_econometrics	0.280702	114	32
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	high_school_geography	mmlu_high_school_geography	0.207071	198	41
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	high_school_government_and_politics	mmlu_high_school_government_and_politics	0.176166	193	34
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	high_school_macroeconomics	mmlu_high_school_macroeconomics	0.217949	390	85
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	high_school_microeconomics	mmlu_high_school_microeconomics	0.222689	238	53
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	high_school_psychology	mmlu_high_school_psychology	0.209174	545	114
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	human_sexuality	mmlu_human_sexuality	0.21374	131	28
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	professional_psychology	mmlu_professional_psychology	0.259804	612	159
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	public_relations	mmlu_public_relations	0.309091	110	34
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	security_studies	mmlu_security_studies	0.159184	245	39
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	sociology	mmlu_sociology	0.253731	201	51
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	us_foreign_policy	mmlu_us_foreign_policy	0.25	100	25
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	abstract_algebra	mmlu_abstract_algebra	0.23	100	23
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	anatomy	mmlu_anatomy	0.251852	135	34
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	astronomy	mmlu_astronomy	0.164474	152	25
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	college_biology	mmlu_college_biology	0.263889	144	38
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	college_chemistry	mmlu_college_chemistry	0.22	100	22
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	college_computer_science	mmlu_college_computer_science	0.22	100	22
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	college_mathematics	mmlu_college_mathematics	0.25	100	25
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	college_physics	mmlu_college_physics	0.245098	102	25
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	computer_security	mmlu_computer_security	0.24	100	24
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	conceptual_physics	mmlu_conceptual_physics	0.340426	235	80
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	electrical_engineering	mmlu_electrical_engineering	0.193103	145	28
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	elementary_mathematics	mmlu_elementary_mathematics	0.240741	378	91
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	high_school_biology	mmlu_high_school_biology	0.190323	310	58
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	high_school_chemistry	mmlu_high_school_chemistry	0.216749	203	44
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	high_school_computer_science	mmlu_high_school_computer_science	0.19	100	19
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	high_school_mathematics	mmlu_high_school_mathematics	0.240741	270	65
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	high_school_physics	mmlu_high_school_physics	0.172185	151	26
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	high_school_statistics	mmlu_high_school_statistics	0.194444	216	42
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	machine_learning	mmlu_machine_learning	0.241071	112	27

Benchmark Config

Quantization: 4bit
Temperature: 0.0
Top P: 1.0
Top K: 0
Repetition Penalty: 1.0

All results were obtained through the official lm evaluation harness

This qwen3 model was trained 2x faster with Unsloth and Huggingface's TRL library.

witflag/Synex

GLM 4.7 Flash x Claude 4.5 Opus (High Reasoning)

Benchmarks

Model Comparison vs Base

Aggregate Comparison

Detailed Results

MMLU Subject Breakdown

MMLU Detailed Results

Benchmark Config

witflag/
Synex