---

base_model: TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill tags:

• text-generation-inference
• gguf
• llama.cpp
• unsloth
• glm4moelite

license: apache-2.0 datasets:

• TeichAI/claude-4.5-opus-high-reasoning-250x

---

GLM 4.7 Flash x Claude 4.5 Opus (High Reasoning)

This model was trained on a small reasoning dataset of Claude Opus 4.5, with reasoning effort set to High.

• 🧬 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

---

How to run

For specific instructions/commands to serve this model locally using vLLM, SGLang, or transformers please see the instructions from the original model's card

For detailed instructions getting started with Llama.cpp please refer to the unsloth guide

Sampling Parameters

z-ai recommends the following sampling parameters for this model:

Default Settings (Most Tasks)	Terminal Bench, SWE Bench Verified
temperature = 1.0	temperature = 0.7
topp = 0.95	topp = 1.0
repeat penalty = disabled or 1.0	repeat penalty = disabled or 1.0

• For general use-case: --temp 1.0 --top-p 0.95
• For tool-calling: --temp 0.7 --top-p 1.0
• If using llama.cpp, set --min-p 0.01 as llama.cpp's default is 0.05
• Sometimes you'll need to experiment what numbers work best for your use-case.

If you experience any issues with these parameters, some users have reported better results when lowering temperature to 0.5-0.6

---

Benchmarks

!alt="Results Bar Chart"

Model Comparison vs Base

!alt="Comparsion vs Base Chart"

• 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
gpqadiamondzeroshot	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	gpqadiamondzeroshot	0.262626	198	52
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	gpqadiamondzeroshot	0.292929	198	58

MMLU Subject Breakdown

!alt="MMLU Subject Breakdown"

#### MMLU Detailed Results

Model	Subject	Benchmark	Score	Total Questions	Total Correct
zai-org/GLM-4.7-Flash	formallogic	mmluformal_logic	0.285714	126	36
zai-org/GLM-4.7-Flash	highschooleuropeanhistory	mmluhighschooleuropean_history	0.218182	165	36
zai-org/GLM-4.7-Flash	highschoolushistory	mmluhighschoolus_history	0.25	204	51
zai-org/GLM-4.7-Flash	highschoolworldhistory	mmluhighschoolworld_history	0.270042	237	63
zai-org/GLM-4.7-Flash	internationallaw	mmluinternational_law	0.239669	121	29
zai-org/GLM-4.7-Flash	jurisprudence	mmlu_jurisprudence	0.259259	108	28
zai-org/GLM-4.7-Flash	logicalfallacies	mmlulogical_fallacies	0.220859	163	36
zai-org/GLM-4.7-Flash	moraldisputes	mmlumoral_disputes	0.248555	346	86
zai-org/GLM-4.7-Flash	moralscenarios	mmlumoral_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	professionallaw	mmluprofessional_law	0.245763	1534	377
zai-org/GLM-4.7-Flash	worldreligions	mmluworld_religions	0.321637	171	55
zai-org/GLM-4.7-Flash	businessethics	mmlubusiness_ethics	0.3	100	30
zai-org/GLM-4.7-Flash	clinicalknowledge	mmluclinical_knowledge	0.215094	265	57
zai-org/GLM-4.7-Flash	collegemedicine	mmlucollege_medicine	0.208092	173	36
zai-org/GLM-4.7-Flash	globalfacts	mmluglobal_facts	0.18	100	18
zai-org/GLM-4.7-Flash	humanaging	mmluhuman_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	medicalgenetics	mmlumedical_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	professionalaccounting	mmluprofessional_accounting	0.234043	282	66
zai-org/GLM-4.7-Flash	professionalmedicine	mmluprofessional_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	highschoolgeography	mmluhighschool_geography	0.176768	198	35
zai-org/GLM-4.7-Flash	highschoolgovernmentandpolitics	mmluhighschoolgovernmentand_politics	0.196891	193	38
zai-org/GLM-4.7-Flash	highschoolmacroeconomics	mmluhighschool_macroeconomics	0.202564	390	79
zai-org/GLM-4.7-Flash	highschoolmicroeconomics	mmluhighschool_microeconomics	0.214286	238	51
zai-org/GLM-4.7-Flash	highschoolpsychology	mmluhighschool_psychology	0.192661	545	105
zai-org/GLM-4.7-Flash	humansexuality	mmluhuman_sexuality	0.259542	131	34
zai-org/GLM-4.7-Flash	professionalpsychology	mmluprofessional_psychology	0.25	612	153
zai-org/GLM-4.7-Flash	publicrelations	mmlupublic_relations	0.218182	110	24
zai-org/GLM-4.7-Flash	securitystudies	mmlusecurity_studies	0.187755	245	46
zai-org/GLM-4.7-Flash	sociology	mmlu_sociology	0.238806	201	48
zai-org/GLM-4.7-Flash	usforeignpolicy	mmluusforeign_policy	0.28	100	28
zai-org/GLM-4.7-Flash	abstractalgebra	mmluabstract_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	collegebiology	mmlucollege_biology	0.256944	144	37
zai-org/GLM-4.7-Flash	collegechemistry	mmlucollege_chemistry	0.2	100	20
zai-org/GLM-4.7-Flash	collegecomputerscience	mmlucollegecomputer_science	0.26	100	26
zai-org/GLM-4.7-Flash	collegemathematics	mmlucollege_mathematics	0.21	100	21
zai-org/GLM-4.7-Flash	collegephysics	mmlucollege_physics	0.215686	102	22
zai-org/GLM-4.7-Flash	computersecurity	mmlucomputer_security	0.28	100	28
zai-org/GLM-4.7-Flash	conceptualphysics	mmluconceptual_physics	0.26383	235	62
zai-org/GLM-4.7-Flash	electricalengineering	mmluelectrical_engineering	0.241379	145	35
zai-org/GLM-4.7-Flash	elementarymathematics	mmluelementary_mathematics	0.208995	378	79
zai-org/GLM-4.7-Flash	highschoolbiology	mmluhighschool_biology	0.174194	310	54
zai-org/GLM-4.7-Flash	highschoolchemistry	mmluhighschool_chemistry	0.152709	203	31
zai-org/GLM-4.7-Flash	highschoolcomputerscience	mmluhighschoolcomputer_science	0.25	100	25
zai-org/GLM-4.7-Flash	highschoolmathematics	mmluhighschool_mathematics	0.211111	270	57
zai-org/GLM-4.7-Flash	highschoolphysics	mmluhighschool_physics	0.198675	151	29
zai-org/GLM-4.7-Flash	highschoolstatistics	mmluhighschool_statistics	0.152778	216	33
zai-org/GLM-4.7-Flash	machinelearning	mmlumachine_learning	0.321429	112	36
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	formallogic	mmluformal_logic	0.206349	126	26
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	highschooleuropeanhistory	mmluhighschooleuropean_history	0.206061	165	34
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	highschoolushistory	mmluhighschoolus_history	0.245098	204	50
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	highschoolworldhistory	mmluhighschoolworld_history	0.270042	237	63
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	internationallaw	mmluinternational_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	logicalfallacies	mmlulogical_fallacies	0.214724	163	35
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	moraldisputes	mmlumoral_disputes	0.271676	346	93
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	moralscenarios	mmlumoral_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	professionallaw	mmluprofessional_law	0.252934	1534	388
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	worldreligions	mmluworld_religions	0.280702	171	48
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	businessethics	mmlubusiness_ethics	0.3	100	30
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	clinicalknowledge	mmluclinical_knowledge	0.267925	265	71
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	collegemedicine	mmlucollege_medicine	0.213873	173	37
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	globalfacts	mmluglobal_facts	0.32	100	32
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	humanaging	mmluhuman_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	medicalgenetics	mmlumedical_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	professionalaccounting	mmluprofessional_accounting	0.244681	282	69
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	professionalmedicine	mmluprofessional_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	highschoolgeography	mmluhighschool_geography	0.207071	198	41
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	highschoolgovernmentandpolitics	mmluhighschoolgovernmentand_politics	0.176166	193	34
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	highschoolmacroeconomics	mmluhighschool_macroeconomics	0.217949	390	85
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	highschoolmicroeconomics	mmluhighschool_microeconomics	0.222689	238	53
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	highschoolpsychology	mmluhighschool_psychology	0.209174	545	114
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	humansexuality	mmluhuman_sexuality	0.21374	131	28
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	professionalpsychology	mmluprofessional_psychology	0.259804	612	159
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	publicrelations	mmlupublic_relations	0.309091	110	34
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	securitystudies	mmlusecurity_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	usforeignpolicy	mmluusforeign_policy	0.25	100	25
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	abstractalgebra	mmluabstract_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	collegebiology	mmlucollege_biology	0.263889	144	38
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	collegechemistry	mmlucollege_chemistry	0.22	100	22
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	collegecomputerscience	mmlucollegecomputer_science	0.22	100	22
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	collegemathematics	mmlucollege_mathematics	0.25	100	25
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	collegephysics	mmlucollege_physics	0.245098	102	25
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	computersecurity	mmlucomputer_security	0.24	100	24
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	conceptualphysics	mmluconceptual_physics	0.340426	235	80
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	electricalengineering	mmluelectrical_engineering	0.193103	145	28
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	elementarymathematics	mmluelementary_mathematics	0.240741	378	91
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	highschoolbiology	mmluhighschool_biology	0.190323	310	58
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	highschoolchemistry	mmluhighschool_chemistry	0.216749	203	44
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	highschoolcomputerscience	mmluhighschoolcomputer_science	0.19	100	19
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	highschoolmathematics	mmluhighschool_mathematics	0.240741	270	65
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	highschoolphysics	mmluhighschool_physics	0.172185	151	26
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	highschoolstatistics	mmluhighschool_statistics	0.194444	216	42
TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill	machinelearning	mmlumachine_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.