| --- |
| 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. |
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| 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. |
