Gemma 3-12B multimodal instruct base
According to the model card, the 12B model is built on Gemma 3-12B with native image-text conversation support.
Open Source Model Profile · Trendyol
Trendyol-LLM-Asure-12B
Trendyol-LLM-Asure-12B is a 12.19B-parameter Gemma 3 multimodal instruct model from Trendyol. According to the model card, it targets structured instruction following in Turkish and English.
- Publisher
- Trendyol
- Task
- image-text-to-text
- Model type
- gemma3
- License
- gemma
- Library
- transformers
- Publication status
- Accepted · not indexed
Model overview
Trendyol-LLM-Asure-12B is published by Trendyol as a Gemma 3 image-text-to-text model. The captured configuration identifies Gemma3ForConditionalGeneration and Safetensors metadata reports 12,187,325,040 parameters. According to the model card, it is a 12B multimodal instruct model built on Gemma 3-12B for Turkish and English operational tasks.
Recorded capabilities
Turkish-English e-commerce tuning
According to the model card, it is tuned for e-commerce tasks such as summarization, question-answering, structured extraction, and controlled generation in Turkish and English.
Instruct-only efficient inference
According to the model card, it is trained exclusively in instruct format with reduced token verbosity compared with base Gemma 3-12B.
Transformers and vLLM usage
According to the model card, usage is documented with AutoProcessor and AutoModelForImageTextToText, plus a bfloat16 vLLM serving example.
Use cases in the source record
- Structured e-commerce instruction workflows such as summarization, question-answering, structured extraction, and controlled generation in Turkish and English.
- Image-text instruction workflows using the documented Gemma 3 multimodal conversation support.
Limitations and unknowns
- No evaluation results were extracted from this record.
- According to the model card, English-Turkish coverage is primary, slang and other languages may be limited, and outputs may reflect training biases or harmful content.
- Provider state is historical snapshot data, not independently refreshed current availability.
Source and provenance
Source: Trendyol/Trendyol-LLM-Asure-12B
Captured: Unknown. Processed: 2026-09-07T19:35:52.527879+00:00.
Trendyol-LLM-Asure-12B Trendyol-LLM-Asure-12B is a 12-billion-parameter multimodal instruct model built on top of Gemma 3-12B. It is optimized for structured instruction following over both text and image-text inputs, with a primary focus on operational task performance in Turkish and English. The model’s general encyclopedic world knowledge is intentionally limited. Instead, it is heavily tuned for e-commerce business tasks such as summarization, question-answering, structured extraction, and controlled generation. Compared to its base model, it is optimized for lower token consumption and more efficient inference in production env…
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