label stringlengths 8 21 | text stringlengths 32 994 |
|---|---|
broken_html_dump | <html><body><script>var x=undefined;throw new Error('Cannot read properties of null');</script><div class="error">500 Internal Server Error</div><p>nginx/1.18.0</p></body></html> |
stack_trace | Traceback (most recent call last):
File "/app/main.py", line 42, in <module>
result = process(data)
File "/app/utils.py", line 17, in process
return json.loads(response.text)
json.decoder.JSONDecodeError: Expecting value: line 1 column 1 (char 0) |
corrupted_binary |
ÿþýüûúùø÷öõôóòñð |
spam_ads | BUY NOW!!! LIMITED TIME OFF!!! Click here to claim your FREE iPhone 15 Pro Max! No credit card required! Act fast, offer expires in 24 hours! $$$ $$$ $$$ |
casino_spam | 🎰🎰🎰 WELCOME TO ROYAL CASINO 🎰🎰🎰 Play now and get 500% BONUS on your first deposit! Trusted by millions of players worldwide. 24/7 live support. Sign up today and start winning big! www.royalcasino.example.com |
keyword_stuffing | loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan loan |
auto_generated_filler | In today's fast-paced world, it is important to stay informed and connected. With the ever-changing landscape of technology, we must adapt to new tools and platforms. This article will explore the many ways in which you can improve your daily routine by leveraging the power of modern software solutions. Stay tuned for ... |
thin_content | Python is a programming language. It is popular. Many people use it. You can write code in Python. Python is easy to learn. |
listicle_filler | Top 10 Tips for Success: 1. Wake up early. 2. Drink water. 3. Exercise. 4. Eat healthy. 5. Read books. 6. Meditate. 7. Set goals. 8. Track progress. 9. Stay consistent. 10. Celebrate wins. |
basic_tutorial | To install Python on your computer, go to python.org and download the latest version. Run the installer and make sure to check the box that says 'Add Python to PATH'. After installation, open a terminal and type 'python --version' to verify it works. You can now create a new file called hello.py and write print('Hello ... |
wikipedia_style | The mitochondrion is a double-membrane-bound organelle found in most eukaryotic cells. It is best known as the site of cellular respiration, the process by which cells generate most of their energy in the form of adenosine triphosphate (ATP). Mitochondria are named from the Greek mitos (thread) and chondros (granule). ... |
blog_post_med | I've been using Docker for about six months now and here are some things I wish I had known earlier. First, your Dockerfile order matters a lot — put your most frequently changing layers last. Second, multi-stage builds can dramatically reduce your final image size. Third, .dockerignore is not optional, it's essential.... |
textbook_explanation | Gradient descent is an optimization algorithm used to minimize a function by iteratively moving in the direction of steepest descent as defined by the negative of the gradient. In machine learning, we use gradient descent to update the parameters of our model. The learning rate determines the size of the steps taken to... |
detailed_lesson | A transformer is a neural network architecture that relies entirely on self-attention mechanisms to process sequences, without using recurrence or convolution. The key innovation is the scaled dot-product attention: given query Q, key K, and value V matrices, attention is computed as softmax(QK^T / sqrt(d_k)) * V. The ... |
research_summary | The paper introduces a novel approach to language model compression using low-rank factorization of the attention weight matrices. By decomposing each attention head's query, key, and value projections into products of lower-rank matrices, the authors reduce parameter count by 40% while maintaining less than 1% perplex... |
comprehensive_guide | When training a language model from scratch, several hyperparameters interact in non-obvious ways. The learning rate schedule is critical: a warmup phase of 1-2% of total steps prevents early divergence, followed by cosine decay to near-zero. The batch size determines the effective learning rate — doubling the batch si... |
Educational & Quality Classifier Stress Test (16 Docs)
A lightweight 16-sample synthetic stress-test benchmark designed to test the floor and ceiling behavior of educational and text quality classifiers (e.g. TinyBERT FineWeb-Edu classifiers, DistilBERT, BERT-109M).
Dataset Structure
Each record contains:
label: Name of the specific test case (e.g.casino_spam,stack_trace,thin_content,wikipedia_style)text: The raw document text
Overview of Test Cases
- Junk:
casino_spam,spam_ads,corrupted_binary,keyword_stuffing,stack_trace,broken_html_dump - Filler:
listicle_filler,auto_generated_filler - Mediocre:
blog_post_med - Educational:
detailed_lesson,basic_tutorial,research_summary,wikipedia_style,comprehensive_guide,textbook_explanation,thin_content
Context
Published for testing and reproducing evaluations from the discussion in qikp/qes#1.
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