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muratkirazkaya/
Kumru-Kuymak-v1.1-2B

Name: Kumru-Kuymak-v1.1-2B
Availability: InStock

AlicanKiraz0/Kara-Kumru-v1.0-2B

finetune

apache-2.0

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Kumru-Kuymak v1.1 2B (Fine-Tune Adapter)

This dataset is a small, curated subset of a larger internal benchmark designed for training and evaluating tool routing behavior in lightweight language models.

It is used in the development of the Kumru model family, specifically for improving the model’s ability to decide:

when to call a tool
when to respond directly

Metrics are after applying fine-tuned adapter, base model remains unchanged.

Model	Num Examples	Valid JSON Rate	Schema Valid Rate	Route Accuracy
Kumru Base	218	0.8578	0.8532	0.4908
Kara Kumru	218	0.9450	0.9128	0.4908
Kumru Kuymak v1.1	218	1.0000	1.0000	0.8532

Model	Valid JSON Δ	Schema Valid Δ	Route Accuracy Δ
Kumru Base	base	base	base
Kara Kumru	+10.16%	+6.98%	+0.00%
Kumru Kuymak v1.1	+16.57%	+17.20%	+73.83%

Dataset Overview

Language: Turkish
Task type: Binary classification (Tool vs Direct response)
Domain: Mixed (general knowledge, utilities, reasoning, tool-eligible queries)

Each example represents a user query along with the expected routing decision.

Task Definition

Given a user input, the model must decide:

TOOL → if an external tool is required to answer correctly
DIRECT → if the model can answer directly without tools

This dataset focuses only on the decision step, not tool name selection or argument generation.

Format

Each sample follows a simple structure:

json

{
  "instruction": "User query here",
  "output": "TOOL"
}

Possible outputs:

TOOL
DIRECT

Usage

This is a fine-tuned adapter on top of Kumru Base. To use it:

Load the base model (AlicanKiraz0/Kara-Kumru-v1.0-2B) first
Apply this adapter to improve routing decisions
The adapter outputs either TOOL or DIRECT
Tool schema learning or full model fine-tuning should be handled separately

Next Target

The next goal is to extend the adapter so that after deciding TOOL, the model can also select which tool to call accurately

License

Apache-2.0

Contact

For questions or collaboration, feel free to reach out. muratkirazkaya0@gmail.com

muratkirazkaya/Kumru-Kuymak-v1.1-2B