agentlans/granite-3.3-2b-target-audience

Granite 3.3 2B Target Audience Model

This model is a fine-tuned version of ibm-granite/granite-3.3-2b-instruct designed specifically to analyze and adapt texts for target audiences.

Main Purposes

• Identify the target audience of a text by analyzing its content and style.
• Rewrite a given text to better engage and appeal to the identified audience.

Prompt Formats

The prompts are flexible and can be adapted as needed; following these templates is not mandatory.

Describe the target audience:
[TEXT]

Rewrite for the target audience:
[TEXT]

The model outputs Markdown formatted as XML as follows:

<output>[TARGET AUDIENCE OR REWRITTEN TEXT]</output>

Example

Click here for an example

Example text:

Superconductors are special materials that can carry electricity without any resistance when they get really, really cold, even colder than outer space! This means electricity can flow through them without losing any energy. Imagine sliding down a slide without any bumps or slowing down — that's what electricity does in a superconductor.
Scientists discovered superconductors back in 1911 when they cooled mercury to very low temperatures and saw that it had zero resistance to electricity. Superconductors are very cool (literally!) because they only work at these super cold temperatures, often hundreds of degrees below zero Celsius.
One amazing thing superconductors can do is magnetic levitation — they can make magnets float above them! This is used in super-fast floating trains called maglev trains, which glide smoothly above the tracks without touching them.
There are two main types of superconductors. Type I superconductors completely block magnetic fields, and Type II can handle stronger magnetic fields but let a little of it pass through.
Superconductors are important in many technologies, like MRI machines in hospitals that help doctors see inside our bodies, particle accelerators that help scientists study tiny particles, and they might even help us have better, faster computers in the future.
Scientists are also working on finding materials that can be superconductors at warmer temperatures, which could change the world by making electricity use much more efficient and enabling new technologies.
In simple words, superconductors are like superheroes for electricity — they let it flow perfectly with superpowers that help us do amazing things!

Target audience:

<output>The intended target audience for this text is primarily young people, aged 13-25, with a slight skew towards male readers, possessing at least a high school education and likely pursuing or having completed some college-level science or engineering coursework. Psychographically, they demonstrate a strong curiosity about science and technology, valuing innovation, problem-solving, and a desire to understand the “how” behind everyday phenomena. They are likely interested in topics like physics, engineering, and futuristic technologies, exhibiting a playful and imaginative attitude towards scientific concepts. Behaviorally, this audience actively seeks out educational content online, frequently engages with science-related videos and articles, and demonstrates a willingness to explore complex topics through accessible, engaging language. They are digitally native, comfortable with online platforms like YouTube, TikTok, and educational websites, and are likely to share interesting content with their peers, suggesting a propensity for social media engagement and online community participation.</output>

Rewritten:

<output>## The Amazing World of Superconductors: Your Guide to Electricity’s Superpowers!

Ever wondered what it would be like if electricity flowed without any resistance? It’s a pretty incredible concept, and that’s exactly what superconductors do! Imagine sliding down a slide without slowing down – that’s what electricity does in a superconductor.

**A Super Cold Secret:**

Scientists first discovered superconductors back in 1911, when they cooled mercury to temperatures so frigid they were colder than outer space! (Seriously, that’s how cold we’re talking about!) To see superconductivity, they had to cool the mercury to just a few degrees above absolute zero.

**The Coolest Trick: Magnetic Levitation!**

One of the coolest (literally!) things superconductors can do is something called magnetic levitation. This means they can actually make magnets float! This technology is already being used in amazing things like super-fast maglev trains that glide silently above the tracks without touching them.

**Types of Superconductors: Different Strengths**

There are two main types of superconductors:

*   **Type I:** These are like the “zero-resistance champions.” They completely block magnetic fields.
*   **Type II:** These are a bit more versatile. They can handle stronger magnetic fields, but let a tiny bit of the field through.

**Superconductors in Action: Technology Transforming Our World**

Superconductors are used in a surprising number of technologies we rely on every day! Think about:

*   **MRI Machines:** These amazing machines help doctors see inside our bodies with incredible clarity. Superconductors are a key part of how they work.
*   **Particle Accelerators:** These powerful machines help scientists study the tiniest particles in the universe.
*   **Future Computers:** Scientists are working on materials that could make computers run even faster and more efficiently – and superconductors might play a big role in that!

**The Bigger Picture: A More Efficient Future**

The biggest excitement? Scientists are working hard to find materials that can be superconductors at warmer temperatures! This would revolutionize how we use electricity, making it much more efficient and opening up even more possibilities for new technologies.

**So, what’s the big deal about superconductors?**

They’re like the ultimate electricity superheroes – letting it flow with superpowers that help us achieve amazing things! They’re a fascinating blend of science, engineering, and the pursuit of groundbreaking innovation.

**Want to learn more?** [Link to a reputable science website or video explaining superconductors]</output>

Limitations

• Training data consists primarily of English-language non-fiction texts.
• Outputs should undergo manual review to ensure:
  • Appropriateness and suitability for the intended audience.
  • Absence of editorial marks, placeholders, or omitted information.
  • Removal of redundant or irrelevant details.
• The target audience inference is an estimate and may rely on common stereotypes or assumptions about reader demographics.

Training hyperparameters

Click here

The following hyperparameters were used during training:

• learning_rate: 5e-05
• train_batch_size: 2
• eval_batch_size: 8
• seed: 42
• gradient_accumulation_steps: 8
• total_train_batch_size: 16
• optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: cosine
• num_epochs: 3.0

LLaMA-Factory settings:

• Pack sequences
• NEFTune alpha 5
• LoRA rank 16
• LoRA alpha 32
• LoRA dropout 0.5
• Use rslora
• Liger kernel

Framework versions

• PEFT 0.15.2
• Transformers 4.55.0
• Pytorch 2.6.0+cu124
• Datasets 3.6.0
• Tokenizers 0.21.1

Licence

Apache 2.0