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TrendyolLanguage model

Trendyol Asure 12B

Trendyol Asure 12B has no overall index value yet because there are too few independent benchmark results.

PopularityRank 668 of 785

23out of 100same as last month

based on two data groups, mostly usage

Summary

Trendyol Asure 12B is a multimodal instruct model built on Gemma 3 12B. It accepts text and images and produces structured answers for e-commerce work in Turkish and English.

The model card says Asure’s general world knowledge is limited, and outputs can be inaccurate or biased. Asure generates text; the card documents no tool-calling interface. The weights are subject to the Gemma Terms of Use and can run locally with Transformers, vLLM, or SGLang. Its documented focus remains structured e-commerce work in Turkish and English.

All benchmark results

Every published result with its source, test setup and comparison models.

Show all 3 published benchmark results

Measurements without matching peer values

These measurements have no matching peer values under the same test conditions. Their original values and sources remain available here.

TurkishMMLU (Yüksel) (Show measurement, test conditions, and source)
Source value
62.22
Score
62.22
Metric
macro-average accuracy across nine subjects
Unit
%
Benchmark version
turkishmmlu-yuksel-2026.06; EleutherAI lm-evaluation-harness 0.4.12
Direction
Higher is better
Sample
900
Source type
independent-evaluator
Evaluator
YerelAI direct evaluation result artifact
Status
active
Retrieved at
2026-10-15
Methodology
Independent evaluation. Exact Trendyol/Trendyol-LLM-Asure-12B model SHA df1164d37f47080ba5fbc1ff4defa0c7a1a218a5. lm-evaluation-harness 0.4.12, turkishmmlu, 5-shot, seed 42, bf16, RTX 4090, context length 4096; 9-subject macro average. Result artifact SHA-256 e7bcbd77c279b38b3e3ee4a473f9851cc432716b2674df6661009fe6d23a01c4.
Context
This is an independent direct run on the Turkish variant, not a general MMLU score. The structured result pins a model content SHA even though the repository revision label is main.
Source YerelAI direct evaluation result artifact
Belebele (Turkish) (Show measurement, test conditions, and source)
Source value
86.56
Score
86.56
Metric
accuracy on the tur_Latn subset
Unit
%
Benchmark version
belebele-tur-Latn-2026.06; EleutherAI lm-evaluation-harness 0.4.12
Direction
Higher is better
Sample
900
Source type
independent-evaluator
Evaluator
YerelAI direct evaluation result artifact
Status
active
Retrieved at
2026-10-15
Methodology
Independent evaluation. Exact Trendyol/Trendyol-LLM-Asure-12B model SHA df1164d37f47080ba5fbc1ff4defa0c7a1a218a5. lm-evaluation-harness 0.4.12, task belebele_tur_Latn, 5-shot, apply_chat_template, seed 42, bf16, RTX 5090, context length 4096; 900 items. Result artifact SHA-256 f19b9d98a7880922876baa931fcdd8845c547b40324608ccd517ead2886c5283.
Context
This is an independent direct run on the Turkish tur_Latn subset, not an all-language Belebele aggregate. It is a separate run from TurkishMMLU on different hardware.
Source YerelAI direct evaluation result artifact
TurkishMMLU (ort.) (Show measurement, test conditions, and source)
Source value
60.9
Score
60.9
Metric
acc
Unit
%
Direction
Higher is better
Sample
900
Source type
independent-evaluator
Evaluator
Erk TurkishMMLU evaluation report (ecloudtechnology)
Status
active
Retrieved at
2026-10-23
Methodology
Independent evaluation. The table identifies Trendyol Asure at 12B. The report says all listed models were evaluated under identical conditions, with the same tool and test set; its method text identifies the full TurkishMMLU test set as 900 questions. This row is the full-set zero-shot result without option-order rotation, using lm-evaluation-harness and accuracy. The separately described contamination-filtered 652-question, option-rotated protocol applies to Erk-14B only, not to this Asure row. The report is published by ecloudtechnology's Erk project. The exact Asure checkpoint, revision, and serving route are not stated.
Context
sampleCount 900 is the published size of the full shared test set, not a number of reruns. The report does not provide a cell-specific response-coverage count, an immutable Asure checkpoint/revision, serving route, or confidence interval. Do not substitute Erk-14B's separate clean 652-question result or compare this zero-shot/no-rotation row directly with the stored 5-shot Yüksel run.
Source Erk TurkishMMLU evaluation report (ecloudtechnology)

Popularity compared

How often the model is searched for, used and mentioned, compared with every model of its category.

Popularity index

The 100 most popular models of this category, 0 to 100, higher is more popular

20 of 101 models

As of November 2026 · Source: gradually.ai popularity index

Over time

Weekly values from October 18, 2026 to November 7, 2026

Trendyol Asure 12BSonar 23Reka Edge 23Index-NativeLong-2B 23Virtuoso Large 23

Method changes in the timeline, a jump at these points is no market event:

  1. 1November 1, 2026: Value only with search or usage data, 30-day attention

What is gaining popularity right now, across models, vendors, harnesses and AI subscriptions, is collected in All AI trends.

All specifications

Architecture

Parameters
12 billion
Source: Parameters

Input and output

Context window
131,072 tokens
Source: Context window
Inputs
Text, Image
Source: Inputs
Outputs
Text
Source: Outputs
Tool calling
No
Source: Tool calling

Watermarking and provenance

AI watermarking refers to invisible signals embedded in the output. Visible marks and provenance metadata are listed separately. Unknown means there is insufficient evidence for that particular field.

AI watermarking
Unknown
no source
Watermarking technique
Not known
no source

Licence and access

Weights
Open weights
Source: Weights
License
Gemma Terms of Use
Source: License

Frequently asked questions about Trendyol Asure 12B

How large is the context window of Trendyol Asure 12B?

131,072 tokens. That is how much text Trendyol Asure 12B reads at once, about 200 A4 pages.

Page count as a rule of thumb from Artificial Analysis

Context windowTokens the model reads at once · higher is better
GLM-5.1200K
DeepSeek-V3 0324164K
Trendyol Asure 12BRank 94 of 103131K
GLM-4.5131K
GPT OSS 120B131K
DeepSeek-V3.2128K
DeepSeek-R1128K

Can I run Trendyol Asure 12B locally?

Yes, the weights are open.

Stated by Trendyol

Open weights
yes
License
Gemma Terms of Use
Parameters
12B
active per token
n/a

Sources and data date

Show all 17 sources

Benchmark sources at a glance

Which independent evaluators tested this model. This is coverage, not a quality ranking.

No active result from the reviewed external evaluators can currently be attributed to this model. Other source evidence remains available below.

Without vendor claims and historical or disputed results; those stay labelled in the single values.

TypeEvidence and data date
Input

Documented modalities. Retrieved October 27, 2026.

Output

Documented modalities. Retrieved October 27, 2026.

Research statusResearch date October 15, 2026. 8 source URLs checked. This documents the inspected sources, not an exhaustive inventory of every publication.
Not published

additional-official-numeric-benchmarks

Note

The exact official card revision adds no new numeric evaluation table. Previously recorded YerelAI rows are not copied or relabeled as official scores.

Additional sourceHugging Face (retrieved October 15, 2026) · Trendyol Asure 12B model card · Editorial description reviewed October 2, 2026
Additional sourceYerelAI direct evaluation result artifact (retrieved October 15, 2026)12
Additional sourceErk TurkishMMLU evaluation report (ecloudtechnology) (retrieved October 23, 2026)
Additional sourceModel metadata (retrieved October 15, 2026)12
Additional sourceModel metadata (retrieved October 16, 2026)
Additional sourceModel metadata (retrieved October 23, 2026)
Additional sourceTrendyol Asure 12B chat template · Editorial description reviewed October 2, 2026
Additional sourceGemma Terms of Use · Editorial description reviewed October 2, 2026
Additional sourceOpenRouter: Popularity index (derived), CC BY 4.0
Additional sourceVercel AI Gateway: Popularity index (derived), CC BY 4.0
Additional sourceOllama: cumulative downloads for the popularity index
Additional sourceReplicate: cumulative runs for the popularity index
Additional sourceGoogle Trending Now: limited feed selection for Germany and the US
Additional sourceCreative Commons Attribution 4.0