Instructions to use TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill")
model = AutoModelForCausalLM.from_pretrained("TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=256)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill

SGLang

How to use TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Unsloth Desktop
Docker Model Runner
How to use TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill with Docker Model Runner:
```
docker model run hf.co/TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill
```
Browse Quantizations to use this model in llama.cpp, Ollama, LM Studio, or any compatible app.

Qwen3 4B Thinking 2507 x Gemini 2.5 Flash

This model was trained on about ~54.4 million tokens generated by Gemini 2.5 Flash.

The goal of was to distill the behavior, reasoning traces, output style, and (most importantly) knowledge of Gemini-2.5 Flash.

Categories covered in the dataset:

Domain	Prompts
Academia	645
Finance	1048
Health	1720
Legal	1193
Marketing	1350
Programming	1930
SEO	775
Science	1435
Targeted*	991

Benchmark Results Report

Date: 2025-11-27 00:31:38

Configuration

Quantization: 4bit
Temperature: 0.6
Top P: 0.95
Top K: 20
Repetition Penalty: 1.1

Results

Model	Benchmark	Score	Total Questions	Total Correct
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	arc_challenge	0.511945	1172	600
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	gpqa_diamond_zeroshot	0.353535	198	70
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	hellaswag	0.504382	10042	5065
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	mmlu	0.661587	14042	9290
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	truthfulqa_mc2	0.552899	817	451
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	winogrande	0.65588	1267	831
unsloth/Qwen3-4B-Thinking-2507	arc_challenge	0.486348	1172	570
unsloth/Qwen3-4B-Thinking-2507	gpqa_diamond_zeroshot	0.30303	198	60
unsloth/Qwen3-4B-Thinking-2507	hellaswag	0.479785	10042	4818
unsloth/Qwen3-4B-Thinking-2507	mmlu	0.65532	14042	9202
unsloth/Qwen3-4B-Thinking-2507	truthfulqa_mc2	0.555747	817	454
unsloth/Qwen3-4B-Thinking-2507	winogrande	0.64562	1267	818

Model Comparison vs Base

Base model: unsloth/Qwen3-4B-Thinking-2507

Compare Model	Benchmark	Base Score	Model Score	Delta	Delta %
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	arc_challenge	0.486348	0.511945	0.0255973	0.0526316
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	gpqa_diamond_zeroshot	0.30303	0.353535	0.0505051	0.166667
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	hellaswag	0.479785	0.504382	0.0245967	0.0512661
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	mmlu	0.65532	0.661587	0.00626691	0.00956314
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	truthfulqa_mc2	0.555747	0.552899	-0.00284708	-0.00512299
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	winogrande	0.64562	0.65588	0.0102605	0.0158924

Aggregate Comparison

Compare Model	Benchmarks Compared	Wins vs Base	Ties vs Base	Losses vs Base	Avg Delta
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	6	5	0	1	0.0190632

MMLU Subject Breakdown

Model	Subject	Benchmark	Score	Total Questions	Total Correct
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	formal_logic	mmlu_formal_logic	0.603175	126	76
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	high_school_european_history	mmlu_high_school_european_history	0.727273	165	120
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	high_school_us_history	mmlu_high_school_us_history	0.833333	204	170
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	high_school_world_history	mmlu_high_school_world_history	0.801688	237	190
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	international_law	mmlu_international_law	0.752066	121	91
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	jurisprudence	mmlu_jurisprudence	0.777778	108	84
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	logical_fallacies	mmlu_logical_fallacies	0.797546	163	130
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	moral_disputes	mmlu_moral_disputes	0.67341	346	233
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	moral_scenarios	mmlu_moral_scenarios	0.340782	895	305
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	philosophy	mmlu_philosophy	0.694534	311	216
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	prehistory	mmlu_prehistory	0.719136	324	233
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	professional_law	mmlu_professional_law	0.45176	1534	693
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	world_religions	mmlu_world_religions	0.754386	171	129
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	business_ethics	mmlu_business_ethics	0.71	100	71
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	clinical_knowledge	mmlu_clinical_knowledge	0.70566	265	187
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	college_medicine	mmlu_college_medicine	0.693642	173	120
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	global_facts	mmlu_global_facts	0.44	100	44
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	human_aging	mmlu_human_aging	0.695067	223	155
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	management	mmlu_management	0.854369	103	88
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	marketing	mmlu_marketing	0.846154	234	198
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	medical_genetics	mmlu_medical_genetics	0.77	100	77
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	miscellaneous	mmlu_miscellaneous	0.779055	783	610
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	nutrition	mmlu_nutrition	0.718954	306	220
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	professional_accounting	mmlu_professional_accounting	0.528369	282	149
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	professional_medicine	mmlu_professional_medicine	0.672794	272	183
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	virology	mmlu_virology	0.524096	166	87
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	econometrics	mmlu_econometrics	0.605263	114	69
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	high_school_geography	mmlu_high_school_geography	0.823232	198	163
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	high_school_government_and_politics	mmlu_high_school_government_and_politics	0.865285	193	167
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	high_school_macroeconomics	mmlu_high_school_macroeconomics	0.720513	390	281
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	high_school_microeconomics	mmlu_high_school_microeconomics	0.802521	238	191
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	high_school_psychology	mmlu_high_school_psychology	0.86789	545	473
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	human_sexuality	mmlu_human_sexuality	0.717557	131	94
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	professional_psychology	mmlu_professional_psychology	0.658497	612	403
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	public_relations	mmlu_public_relations	0.690909	110	76
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	security_studies	mmlu_security_studies	0.726531	245	178
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	sociology	mmlu_sociology	0.80597	201	162
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	us_foreign_policy	mmlu_us_foreign_policy	0.82	100	82
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	abstract_algebra	mmlu_abstract_algebra	0.57	100	56
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	anatomy	mmlu_anatomy	0.6	135	81
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	astronomy	mmlu_astronomy	0.809211	152	123
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	college_biology	mmlu_college_biology	0.8125	144	117
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	college_chemistry	mmlu_college_chemistry	0.51	100	51
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	college_computer_science	mmlu_college_computer_science	0.57	100	56
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	college_mathematics	mmlu_college_mathematics	0.53	100	53
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	college_physics	mmlu_college_physics	0.509804	102	52
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	computer_security	mmlu_computer_security	0.78	100	78
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	conceptual_physics	mmlu_conceptual_physics	0.753191	235	177
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	electrical_engineering	mmlu_electrical_engineering	0.724138	145	105
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	elementary_mathematics	mmlu_elementary_mathematics	0.642857	378	243
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	high_school_biology	mmlu_high_school_biology	0.835484	310	259
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	high_school_chemistry	mmlu_high_school_chemistry	0.669951	203	136
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	high_school_computer_science	mmlu_high_school_computer_science	0.82	100	82
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	high_school_mathematics	mmlu_high_school_mathematics	0.477778	270	129
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	high_school_physics	mmlu_high_school_physics	0.589404	151	89
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	high_school_statistics	mmlu_high_school_statistics	0.703704	216	152
TeichAI/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill	machine_learning	mmlu_machine_learning	0.455357	112	51
unsloth/Qwen3-4B-Thinking-2507	formal_logic	mmlu_formal_logic	0.595238	126	75
unsloth/Qwen3-4B-Thinking-2507	high_school_european_history	mmlu_high_school_european_history	0.727273	165	120
unsloth/Qwen3-4B-Thinking-2507	high_school_us_history	mmlu_high_school_us_history	0.818627	204	167
unsloth/Qwen3-4B-Thinking-2507	high_school_world_history	mmlu_high_school_world_history	0.797468	237	189
unsloth/Qwen3-4B-Thinking-2507	international_law	mmlu_international_law	0.727273	121	88
unsloth/Qwen3-4B-Thinking-2507	jurisprudence	mmlu_jurisprudence	0.777778	108	84
unsloth/Qwen3-4B-Thinking-2507	logical_fallacies	mmlu_logical_fallacies	0.754601	163	123
unsloth/Qwen3-4B-Thinking-2507	moral_disputes	mmlu_moral_disputes	0.67341	346	233
unsloth/Qwen3-4B-Thinking-2507	moral_scenarios	mmlu_moral_scenarios	0.372067	895	333
unsloth/Qwen3-4B-Thinking-2507	philosophy	mmlu_philosophy	0.672026	311	208
unsloth/Qwen3-4B-Thinking-2507	prehistory	mmlu_prehistory	0.70679	324	229
unsloth/Qwen3-4B-Thinking-2507	professional_law	mmlu_professional_law	0.441982	1534	678
unsloth/Qwen3-4B-Thinking-2507	world_religions	mmlu_world_religions	0.777778	171	133
unsloth/Qwen3-4B-Thinking-2507	business_ethics	mmlu_business_ethics	0.63	100	63
unsloth/Qwen3-4B-Thinking-2507	clinical_knowledge	mmlu_clinical_knowledge	0.716981	265	190
unsloth/Qwen3-4B-Thinking-2507	college_medicine	mmlu_college_medicine	0.693642	173	120
unsloth/Qwen3-4B-Thinking-2507	global_facts	mmlu_global_facts	0.36	100	36
unsloth/Qwen3-4B-Thinking-2507	human_aging	mmlu_human_aging	0.713004	223	159
unsloth/Qwen3-4B-Thinking-2507	management	mmlu_management	0.864078	103	89
unsloth/Qwen3-4B-Thinking-2507	marketing	mmlu_marketing	0.854701	234	200
unsloth/Qwen3-4B-Thinking-2507	medical_genetics	mmlu_medical_genetics	0.8	100	80
unsloth/Qwen3-4B-Thinking-2507	miscellaneous	mmlu_miscellaneous	0.776501	783	608
unsloth/Qwen3-4B-Thinking-2507	nutrition	mmlu_nutrition	0.712418	306	218
unsloth/Qwen3-4B-Thinking-2507	professional_accounting	mmlu_professional_accounting	0.549645	282	155
unsloth/Qwen3-4B-Thinking-2507	professional_medicine	mmlu_professional_medicine	0.669118	272	182
unsloth/Qwen3-4B-Thinking-2507	virology	mmlu_virology	0.518072	166	86
unsloth/Qwen3-4B-Thinking-2507	econometrics	mmlu_econometrics	0.614035	114	70
unsloth/Qwen3-4B-Thinking-2507	high_school_geography	mmlu_high_school_geography	0.777778	198	154
unsloth/Qwen3-4B-Thinking-2507	high_school_government_and_politics	mmlu_high_school_government_and_politics	0.829016	193	160
unsloth/Qwen3-4B-Thinking-2507	high_school_macroeconomics	mmlu_high_school_macroeconomics	0.720513	390	281
unsloth/Qwen3-4B-Thinking-2507	high_school_microeconomics	mmlu_high_school_microeconomics	0.802521	238	191
unsloth/Qwen3-4B-Thinking-2507	high_school_psychology	mmlu_high_school_psychology	0.851376	545	464
unsloth/Qwen3-4B-Thinking-2507	human_sexuality	mmlu_human_sexuality	0.740458	131	97
unsloth/Qwen3-4B-Thinking-2507	professional_psychology	mmlu_professional_psychology	0.669935	612	409
unsloth/Qwen3-4B-Thinking-2507	public_relations	mmlu_public_relations	0.672727	110	74
unsloth/Qwen3-4B-Thinking-2507	security_studies	mmlu_security_studies	0.706122	245	173
unsloth/Qwen3-4B-Thinking-2507	sociology	mmlu_sociology	0.800995	201	161
unsloth/Qwen3-4B-Thinking-2507	us_foreign_policy	mmlu_us_foreign_policy	0.82	100	82
unsloth/Qwen3-4B-Thinking-2507	abstract_algebra	mmlu_abstract_algebra	0.55	100	55
unsloth/Qwen3-4B-Thinking-2507	anatomy	mmlu_anatomy	0.644444	135	87
unsloth/Qwen3-4B-Thinking-2507	astronomy	mmlu_astronomy	0.782895	152	119
unsloth/Qwen3-4B-Thinking-2507	college_biology	mmlu_college_biology	0.763889	144	110
unsloth/Qwen3-4B-Thinking-2507	college_chemistry	mmlu_college_chemistry	0.55	100	55
unsloth/Qwen3-4B-Thinking-2507	college_computer_science	mmlu_college_computer_science	0.62	100	62
unsloth/Qwen3-4B-Thinking-2507	college_mathematics	mmlu_college_mathematics	0.44	100	44
unsloth/Qwen3-4B-Thinking-2507	college_physics	mmlu_college_physics	0.480392	102	49
unsloth/Qwen3-4B-Thinking-2507	computer_security	mmlu_computer_security	0.73	100	73
unsloth/Qwen3-4B-Thinking-2507	conceptual_physics	mmlu_conceptual_physics	0.723404	235	170
unsloth/Qwen3-4B-Thinking-2507	electrical_engineering	mmlu_electrical_engineering	0.751724	145	108
unsloth/Qwen3-4B-Thinking-2507	elementary_mathematics	mmlu_elementary_mathematics	0.645503	378	244
unsloth/Qwen3-4B-Thinking-2507	high_school_biology	mmlu_high_school_biology	0.812903	310	252
unsloth/Qwen3-4B-Thinking-2507	high_school_chemistry	mmlu_high_school_chemistry	0.660099	203	134
unsloth/Qwen3-4B-Thinking-2507	high_school_computer_science	mmlu_high_school_computer_science	0.81	100	81
unsloth/Qwen3-4B-Thinking-2507	high_school_mathematics	mmlu_high_school_mathematics	0.440741	270	119
unsloth/Qwen3-4B-Thinking-2507	high_school_physics	mmlu_high_school_physics	0.569536	151	86
unsloth/Qwen3-4B-Thinking-2507	high_school_statistics	mmlu_high_school_statistics	0.652778	216	141
unsloth/Qwen3-4B-Thinking-2507	machine_learning	mmlu_machine_learning	0.428571	112	48

Developed by: TeichAI
License: apache-2.0
Finetuned from model : unsloth/qwen3-4b-thinking-2507-unsloth-bnb-4bit

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

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4B params

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BF16

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Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Distill