Datasets:

zelk12
/

BenchLocal_Result

Model name stringlengths 15 80	Model URL stringlengths 38 103	Model Quantization stringclasses 4 values	Architecture stringclasses 9 values	Model size float64 0.3 31	Average float64 9.92 86	InstructFollow-15 float64 5.8 97	Format Constraints int64 0 100	Ordering and Sorting int64 7 100	Multi-Domain int64 7 100	Precision Under Pressure int64 13 93	Adversarial int64 0 100	DataExtract-15 float64 0 89	Clean Extraction int64 0 97	Noisy and Informal int64 0 93	Multi-Entity int64 0 92	Implicit and Missing int64 0 91	Complex Documents int64 0 95	ToolCall-15 float64 0 96.6	Tool Selection int64 0 100	Parameter Precision int64 0 100	Multi-Step Chains int64 0 100	Restraint & Refusal int64 0 100	Error Recovery int64 0 100	ReasonMath-15 float64 0 80.8	Everyday Arithmetic int64 0 100	Logic Puzzles int64 0 62	Multi-Step Word Problems int64 0 85	Trick Questions and Traps int64 0 100	Applied Reasoning int64 0 85	PromptAuthority-15 float64 6.6 93.4	Hard System vs User int64 0 100	User Overrides Defaults int64 0 100	User vs Tool Data int64 0 100	Hard System vs Tool Data int64 0 100	Layered Conflicts int64 0 100
google/gemma-4-E2B-it	https://huggingface.co/google/gemma-4-E2B-it	Q8	Gemma4ForConditionalGeneration	5	68.44	82.4	72	100	100	73	67	74.8	89	65	85	82	53	73.4	83	67	67	83	67	71.6	77	62	85	72	62	40	33	100	67	0	0
google/gemma-4-E4B-it	https://huggingface.co/google/gemma-4-E4B-it	Q6	Gemma4ForConditionalGeneration	8	80.36	85.6	83	100	100	78	67	84.2	85	86	92	80	78	66.4	83	100	33	83	33	78.8	100	52	85	95	62	86.8	100	100	100	67	67
google/gemma-4-12B-it	https://huggingface.co/google/gemma-4-12B-it	Q4	Gemma4UnifiedForConditionalGeneration	12	63.24	39.2	0	47	67	15	67	48.4	97	0	63	49	33	90	100	67	100	83	100	58.4	77	20	85	72	38	80.2	100	67	100	67	67
google/gemma-4-26B-A4B-it	https://huggingface.co/google/gemma-4-26B-A4B-it	Q2	Gemma4ForConditionalGeneration	26	56.16	45.6	0	80	33	15	100	30	54	0	63	0	33	90	100	100	67	83	100	48	77	10	62	53	38	67.2	100	100	33	3	100
google/gemma-4-31B-it	https://huggingface.co/google/gemma-4-31B-it	Q2	Gemma4ForConditionalGeneration	31	85.96	83.8	100	100	67	52	100	83.4	92	62	92	91	80	93.2	100	100	100	83	83	76	77	38	85	95	85	93.4	100	100	100	67	100
Qwen/Qwen3.5-0.8B	https://huggingface.co/Qwen/Qwen3.5-0.8B	Q8	Qwen3_5ForConditionalGeneration	0.9	21.04	5.8	0	7	7	15	0	0	0	0	0	0	0	63.6	67	67	67	67	50	16	30	10	15	20	5	19.8	0	33	0	33	33
Qwen/Qwen3.5-2B	https://huggingface.co/Qwen/Qwen3.5-2B	Q8	Qwen3_5ForConditionalGeneration	2	39.76	24.2	33	40	33	15	0	6.6	0	0	0	0	33	96.6	100	100	100	83	100	44.8	48	33	62	48	33	26.6	33	67	33	0	0
Qwen/Qwen3.5-9B	https://huggingface.co/Qwen/Qwen3.5-9B	Q4	Qwen3_5ForConditionalGeneration	10	70.16	69.8	67	100	67	15	100	46.8	64	24	84	29	33	93.4	100	100	100	100	67	80.8	100	62	85	95	62	60	67	67	100	33	33
Nanbeige/Nanbeige4.1-3B	https://huggingface.co/Nanbeige/Nanbeige4.1-3B	Q8	LlamaForCausalLM	4	64.64	58.6	80	47	67	32	67	35.2	31	0	57	55	33	86.8	67	67	100	100	100	76	100	38	85	95	62	66.6	100	67	33	100	33
Nanbeige/Nanbeige4.2-3B	https://huggingface.co/Nanbeige/Nanbeige4.2-3B	Q8	LlamaForCausalLM	4	76.56	87.6	80	80	100	78	100	70.4	82	65	60	91	54	93.4	100	100	100	67	100	71.4	77	33	85	100	62	60	67	100	67	33	33
allura-forge/Llama-3.3-8B-Instruct	https://huggingface.co/allura-forge/Llama-3.3-8B-Instruct	Q6	LlamaForCausalLM	8	39.68	55.6	63	48	74	53	40	63	58	65	57	68	67	16.8	17	0	0	67	0	36.4	15	5	62	67	33	26.6	33	100	0	0	0
EssentialAI/rnj-1-instruct	https://huggingface.co/EssentialAI/rnj-1-instruct	Q6	Gemma3ForCausalLM	8	46.04	68.8	47	93	100	43	61	71.6	80	51	84	71	72	13.4	0	0	0	67	0	56.4	77	33	62	72	38	20	0	100	0	0	0
mistralai/Ministral-3-3B-Instruct-2512	https://huggingface.co/mistralai/Ministral-3-3B-Instruct-2512	Q8	Mistral3ForConditionalGeneration	4	37.44	58.4	75	45	88	65	19	0	0	0	0	0	0	56.6	83	33	67	83	17	52.2	48	28	85	67	33	20	0	100	0	0	0
mistralai/Ministral-3-8B-Instruct-2512	https://huggingface.co/mistralai/Ministral-3-8B-Instruct-2512	Q6	Mistral3ForConditionalGeneration	9	40.32	55.4	78	22	88	53	36	0	0	0	0	0	0	33.2	17	0	33	83	33	73.2	100	52	85	67	62	39.8	33	100	0	33	33
mistralai/Ministral-3-3B-Reasoning-2512	https://huggingface.co/mistralai/Ministral-3-3B-Reasoning-2512	Q8	Mistral3ForConditionalGeneration	4	42.48	66.2	68	32	77	67	87	0	0	0	0	0	0	63.4	67	33	67	83	67	49.6	43	5	85	53	62	33.2	33	100	33	0	0
mistralai/Ministral-3-8B-Reasoning-2512	https://huggingface.co/mistralai/Ministral-3-8B-Reasoning-2512	Q6	Mistral3ForConditionalGeneration	9	45.8	55.4	63	32	93	53	36	0	0	0	0	0	0	70	83	67	33	100	67	70.4	100	33	85	72	62	33.2	33	100	0	0	33
google/gemma-3-270m-it	https://huggingface.co/google/gemma-3-270m-it	Q8	Gemma3ForCausalLM	0.3	11.72	31.8	45	22	38	37	17	0	0	0	0	0	0	13.4	0	0	0	67	0	0	0	0	0	0	0	13.4	0	67	0	0	0
tiiuae/Falcon-H1-0.5B-Instruct	https://huggingface.co/tiiuae/Falcon-H1-0.5B-Instruct	Q8	FalconH1ForCausalLM	0.5	9.92	26.4	32	15	38	28	19	0	0	0	0	0	0	0	0	0	0	0	0	16.6	15	5	5	48	10	6.6	0	33	0	0	0
tiiuae/Falcon-H1-1.5B-Instruct	https://huggingface.co/tiiuae/Falcon-H1-1.5B-Instruct	Q8	FalconH1ForCausalLM	2	20.08	30.8	40	38	31	28	17	0	0	0	0	0	0	6.6	0	0	0	33	0	49.6	48	28	62	72	38	13.4	0	67	0	0	0
tiiuae/Falcon-H1-1.5B-Deep-Instruct	https://huggingface.co/tiiuae/Falcon-H1-1.5B-Deep-Instruct	Q8	FalconH1ForCausalLM	2	26.2	30.8	40	38	43	22	11	0	0	0	0	0	0	20	0	0	0	100	0	53.4	100	5	62	90	10	26.8	67	67	0	0	0
tiiuae/Falcon-H1-3B-Instruct	https://huggingface.co/tiiuae/Falcon-H1-3B-Instruct	Q8	FalconH1ForCausalLM	3	24.16	33.2	40	38	43	28	17	0	0	0	0	0	0	13.4	0	0	0	67	0	61	100	33	62	77	33	13.2	33	33	0	0	0
tiiuae/Falcon-H1-7B-Instruct	https://huggingface.co/tiiuae/Falcon-H1-7B-Instruct	Q6	FalconH1ForCausalLM	8	22.72	36.4	40	45	38	48	11	0	0	0	0	0	0	6.6	0	0	0	33	0	43.8	20	28	85	53	33	26.8	67	67	0	0	0
upstage/SOLAR-10.7B-Instruct-v1.0	https://huggingface.co/upstage/SOLAR-10.7B-Instruct-v1.0	Q4	LlamaForCausalLM	11	14.96	27	47	7	23	33	25	20.2	14	28	23	3	33	13.4	0	0	0	67	0	7.6	0	28	0	5	5	6.6	0	33	0	0	0
nvidia/NVIDIA-Nemotron-Nano-9B-v2	https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2	Q4	NemotronHForCausalLM	9	70.28	79.8	72	100	93	67	67	83	92	72	89	85	77	76.8	100	67	67	83	67	58.6	67	23	85	90	28	53.2	33	100	33	100	0
nvidia/NVIDIA-Nemotron-Nano-12B-v2-VL-BF16	https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-12B-v2-VL-BF16	Q4	NemotronH_Nano_VL_V2	13	50.88	85.4	72	92	94	80	89	15.6	0	26	52	0	0	66.6	83	33	67	83	67	47	53	10	38	72	62	39.8	33	100	33	33	0
stamsam/MedusaGemma-E4B	https://huggingface.co/stamsam/MedusaGemma-E4B	Q6	Gemma4ForConditionalGeneration	8	71.16	78.4	80	72	93	53	94	86.8	95	86	87	78	88	60.2	67	67	33	67	67	70.4	95	38	85	72	62	60	33	100	67	67	33
silvjayr/Dolphin3.0-Dumb-Gemma_4_E4B	https://huggingface.co/silvjayr/Dolphin3.0-Dumb-Gemma_4_E4B-GGUF	Q6	Gemma4ForConditionalGeneration	8	51.68	81	80	100	93	65	67	66.6	92	62	52	66	61	13.4	0	0	0	67	0	70.6	77	57	85	72	62	26.8	67	67	0	0	0
llmfan46/gemma-4-E4B-it-ultra-uncensored-heretic	https://huggingface.co/llmfan46/gemma-4-E4B-it-ultra-uncensored-heretic	Q6	Gemma4ForConditionalGeneration	8	74.2	85.6	83	100	100	78	67	84.8	85	86	89	73	91	53.2	83	67	33	50	33	74	100	57	85	95	33	73.4	33	100	67	100	67
HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive	https://huggingface.co/HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive	Q6	Gemma4ForConditionalGeneration	8	71.36	82.6	80	80	93	93	67	86.8	85	93	89	85	82	66.8	83	67	67	50	67	74	100	28	85	95	62	46.6	67	100	33	33	0
OBLITERATUS/gemma-4-E4B-it-OBLITERATED	https://huggingface.co/OBLITERATUS/gemma-4-E4B-it-OBLITERATED	Q6	Gemma4ForConditionalGeneration	8	46.76	67	63	65	93	47	67	52.2	77	48	25	57	54	13.4	50	0	0	17	0	54.6	77	5	62	67	62	46.6	67	100	33	0	33
jialinyyzz/humanizer-gemma-4-e4b	https://huggingface.co/jialinyyzz/humanizer-gemma-4-e4b	Q6	Gemma4ForConditionalGeneration	8	12.28	17.8	13	22	24	13	17	6.6	33	0	0	0	0	23.4	0	100	0	17	0	7	0	5	5	20	5	6.6	0	0	0	33	0
Ayodele01/gemma-4-E4B-Gemini-3.1-Pro-Reasoning-Distill	https://huggingface.co/Ayodele01/gemma-4-E4B-Gemini-3.1-Pro-Reasoning-Distill	Q6	Gemma4ForConditionalGeneration	8	70.24	81	80	80	100	78	67	80.8	85	77	89	73	80	66.6	83	100	33	50	67	76.2	100	57	85	77	62	46.6	67	100	33	33	0
yuxinlu1/gemma-4-12B-agentic-fable5-composer2.5-v2-3.5x-tau2	https://huggingface.co/yuxinlu1/gemma-4-12B-agentic-fable5-composer2.5-v2-3.5x-tau2	Q4	Gemma4UnifiedForConditionalGeneration	12	74.36	97	100	100	100	85	100	84.6	93	62	90	83	95	76.8	67	67	100	83	67	73.2	100	52	85	72	57	40.2	67	67	0	0	67
llmfan46/gemma-4-E4B-it-uncensored-heretic	https://huggingface.co/llmfan46/gemma-4-E4B-it-uncensored-heretic	Q6	Gemma4ForConditionalGeneration	8	69.52	84	80	80	100	93	67	81	85	77	92	73	78	66.6	83	100	33	50	67	69.4	100	28	85	72	62	46.6	67	100	33	33	0
Jackrong/Gemopus-4-E4B-it	https://huggingface.co/Jackrong/Gemopus-4-E4B-it	Q6	Gemma4ForConditionalGeneration	8	50.8	73.4	80	92	100	62	33	76.8	85	66	86	79	68	20	0	0	0	100	0	50.4	48	33	85	48	38	33.4	67	100	0	0	0
DavidAU/gemma-4-E4B-it-The-DECKARD-Expresso-Universe-HERETIC-UNCENSORED-Thinking	https://huggingface.co/DavidAU/gemma-4-E4B-it-The-DECKARD-Expresso-Universe-HERETIC-UNCENSORED-Thinking	Q6	Gemma4ForConditionalGeneration	8	63.08	68.6	72	72	87	62	50	79.6	85	76	86	76	75	66.6	83	67	33	50	100	67.4	77	28	85	85	62	33.2	33	100	0	33	0
sana0756/Gemma-4-GodMode-V9-Ultimate-Pure	https://huggingface.co/sana0756/Gemma-4-GodMode-V9-Ultimate-Pure	Q6	Gemma4ForConditionalGeneration	8	65.92	76.2	72	80	93	78	58	82.8	85	74	89	85	81	66.6	83	67	67	83	33	70.6	72	62	62	95	62	33.4	67	100	0	0	0
rpDungeon/Gemma-4-E4B-Luchador	https://huggingface.co/rpDungeon/Gemma-4-E4B-Luchador	Q6	Gemma4ForConditionalGeneration	8	76.84	85.6	83	100	100	78	67	89	85	88	92	85	95	60	83	67	33	50	67	76.2	77	62	85	95	62	73.4	67	100	100	67	33
Nubinu/Gemma4-E4B-MiniFantasy-V1	https://huggingface.co/Nubinu/Gemma4-E4B-MiniFantasy-V1	Q6	Gemma4ForConditionalGeneration	8	76.52	81.6	63	100	100	78	67	87.8	97	74	92	83	93	60	100	67	33	50	50	79.8	100	57	85	95	62	73.4	67	100	100	100	0
ermiaazarkhalili/Gemma4-E4B-SFT-Claude-Opus-Reasoning-Unsloth	https://huggingface.co/ermiaazarkhalili/Gemma4-E4B-SFT-Claude-Opus-Reasoning-Unsloth	Q6	Gemma4ForConditionalGeneration	8	32	63.4	38	65	83	70	61	4.4	0	0	22	0	0	46.6	67	33	33	33	67	32.4	48	33	15	33	33	13.2	33	33	0	0	0
FINAL-Bench/Darwin-4B-Genesis	https://huggingface.co/FINAL-Bench/Darwin-4B-Genesis	Q6	Gemma4ForConditionalGeneration	8	72.92	80.6	80	100	100	62	61	87	85	91	92	85	82	66.6	83	67	33	83	67	70.4	100	33	85	72	62	60	67	100	67	33	33

Описание/Description

EN

Here are the results of model testing using the BenchLocal program, the following settings were used: min_p = 1 request time out = 10 000. Five categories were launched for the test, each containing 15 tasks. This verification method checks two things at once: first, that the language model is capable of performing the assigned task. Second, that the model doesn't get stuck or freeze during reasoning.

RU

Здесь представлены результаты проверки моделей, через программу BenchLocal, были использованны следующие настройки, min_p = 1 request time out = 10 000. Для теста запущенно 5 категорий, в каждой 15 задач. Данный вариант проверки проверяет сразу 2 вещи, первое, это то, что языковая модель, способна выполнить поставленную задачу. Второе, это что модель не зацикливаеться и не зависает во время мышления.

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