Trendyol-LLM-Asure 12B (Q4)
alibayram/Trendyol-LLM-Asure-12B, Q4_K_M GGUF, batch 1, 8K context. Turkish-optimized LLM benchmark.
Primary metric: Tokens / sec (tok/s)
Reference prompts
Representative prompts for this workload. Exact prompts and harness settings still depend on the cited source for each record.
- Prompt 1
Write a comprehensive explanation of transformer attention mechanisms in Turkish.
- Prompt 2
Solve this coding problem: implement a binary search tree in Python with insert, delete, and search methods.
- Prompt 3
Analyze the following Turkish legal text and summarize the key points in English.
Reference runtime command
A representative invocation for reproducing this workload class. Source-specific runs may use adjacent runtimes unless the record says otherwise.
llama-cli -m Trendyol-LLM-Asure-12B-Q4_K_M.gguf -p PROMPT -n 512 -c 8192 -ngl 99alibayram/Trendyol-LLM-Asure-12B via llama.cpp. Q4_K_M quant, batch 1, 8K context. Test bilingual (TR+EN) reasoning, coding, and summarization capabilities.
Full leaderboard
Every record for Asure 12B.
No comparable multi-device results
The current selection lacks two devices with matching workload, quantization, context, batch and documented runtime. No speed winner is assigned. Inspect the source-attributed records.
Cite this benchmark
Use this in your paper, blog post, or comparison table.
@misc{myaihardware_trendyol-llm-asure-12b-q4_2026,
title = {MyAI Bench: Trendyol-LLM-Asure 12B (Q4)},
author = {{MyAIHardware Contributors}},
year = {2026},
url = {https://www.myaihardware.com/benchmarks/workload/trendyol-llm-asure-12b-q4},
note = {Version 1.3, accessed 2026-09-09}
}MyAIHardware Contributors. (2026). MyAI Bench: Trendyol-LLM-Asure 12B (Q4). MyAIHardware. Retrieved 2026-09-09, from https://www.myaihardware.com/benchmarks/workload/trendyol-llm-asure-12b-q4
MyAIHardware Contributors. "MyAI Bench: Trendyol-LLM-Asure 12B (Q4)." MyAIHardware, 2026, https://www.myaihardware.com/benchmarks/workload/trendyol-llm-asure-12b-q4. Accessed 2026-09-09.
MyAI Bench, Trendyol-LLM-Asure 12B (Q4). MyAIHardware Contributors, 2026. Version 1.3. https://www.myaihardware.com/benchmarks/workload/trendyol-llm-asure-12b-q4 (accessed 2026-09-09).