---
tags:
- gguf
- llama.cpp
- unsloth
- vision-language-model
- qwen35
- qwen3next
- structure
- MakeShort
- LoRA
language:
- en
- si
- fr
- de
- es
- ja
- zh
- hi
- ko
base_model:
- Qwen/Qwen3.5-2B
pipeline_tag: summarization
---

# QNS-2-ReLearn-Preview
These models are used to summarize text for training data for smaller models. This is in preview; data generated by this model may require review by a human.

benchmarks will be released in a few days/weeks 
> **IMPORTANT NOTE:** Languages besides English are experimental! The model's performance may be unstable below q8. I recommend using BF16 for multilingual heavy data.

## Structure of generated text
> QNS models follow a very specific structure. The benefit from this is that the text can be displayed in creative ways in an in-app UI.

Example text generated about photosynthesis:

```
<s> Photosynthesis is the fundamental biological process that captures solar energy to produce chemical energy, forming the basis of food chains, atmospheric stability, and global carbon cycling.</s>
```
Then, after this, the model will create the proper summary:

```

### The Process of Photosynthesis
- Photosynthesis is the primary mechanism by which energy from the Sun is captured and transformed into chemical energy stored in glucose.
- It occurs in plant cells within specialized organelles called chloroplasts, utilizing pigments like chlorophyll to absorb light energy.
- The process involves two major stages: light-dependent reactions and light-independent reactions (Calvin Cycle).
    - Light-dependent reactions occur in the thylakoid membranes, generating ATP and NADPH while splitting water molecules.
    - Light-independent reactions (Calvin Cycle) use ATP and NADPH to fix carbon dioxide into glucose.
- Photosynthesis requires raw materials such as carbon dioxide, water, and sunlight, and involves the coordinated movement of these substances within the plant.

### Mechanisms and Factors
- **Light Dependent Reactions:**
    - Light energy excites electrons in chlorophyll, initiating a chain of reactions that produce ATP and NADPH.
    - Water molecules are split (photolysis), releasing oxygen as a byproduct.
- **Light Independent Reactions (Calvin Cycle):**
    - These reactions occur in the stroma and depend on ATP and NADPH from the light reactions.
    - Carbon dioxide is incorporated into organic molecules to synthesize glucose and other carbohydrates.
- **Environmental Influences:**
    - **Light Intensity:** Limits the energy available; saturation occurs at high light levels.
    - **Temperature:** Enzymes involved in photosynthesis are sensitive; extreme temperatures can denature them.
    - **Carbon Dioxide Concentration:** Higher concentrations generally enhance photosynthetic rates up to a threshold.
    - **Water Availability:** Essential for stomatal opening; shortages cause stomata to close, limiting carbon dioxide uptake.
- **Ecological and Evolutionary Importance:**
    - Photosynthesis is the foundation of nearly all food chains, providing energy for herbivores and carnivores.
    - It plays a critical role in climate regulation by absorbing atmospheric carbon dioxide.
    - Evolutionary adaptations, such as C4 and CAM photosynthesis, demonstrate the flexibility of photosynthetic pathways in response to environmental pressures.

```

The response is very predictable, making it suitable for apps that require summaries. I recommend using QNS-2-preview if you want to do an in-app inference. 


Note:
> Sometimes, the model tends to be chatty or unpredictable. I will fix that in the proper release of the model. Use this model to mass produce data to make training data. I will fix this with a proper human selected dataset, and DPO.