True2456/gemma4-onpolicy-50topics-2000-corrections

Gemma 4 12B FrontierDistill - 2,000 Authentic 50-Topics On-Policy Student Failure Corrections

Attribution Requirement: This dataset was created and curated by True2456. Any use, redistribution, derivative dataset, model fine-tune, or paper using this dataset MUST cite and reference True2456 and the Gemma 4 12B FrontierDistill Project.

This dataset contains 2,000 authentic on-policy student failure corrections collected live from Gemma 4 12B (gemma-4-12b-it-qat-frontierdistill) across 50 distinct real-world technical, scientific, mathematical, and coding domains (3,365 total probes evaluated live, 59.44% failure rate).

Every example in this dataset represents a verified failure mode where the Gemma 4 12B student model generated an incorrect completion, math error, code bug, or formatting violation on port 1234 (http://127.0.0.1:1234/v1), paired directly with the symbolic verifier's mathematically exact ground-truth answer.

Model Evaluated

• —Student Model Name: gemma-4-12b-it-qat-frontierdistill (Gemma 4 12B IT QAT 4-Bit)
• —Model Size: 12B Parameters

50 Real-World Technical & Scientific Topics Mined

1. 1.Python Data Structures & Algorithms (List comprehensions, dicts)
2. 2.SQL Query Optimization & ORDER BY LIMIT syntax
3. 3.Linux Shell Commands (find, grep, sed, chmod)
4. 4.HTML/CSS Modern Layouts & Flexbox Rules
5. 5.JS/TS Async Promises & setTimeout Handling
6. 6.Git Version Control Commands (checkout -b)
7. 7.Regex Pattern Matching (^\\d{4}$)
8. 8.Physics Kinematics (v = u + at)
9. 9.Organic Chemistry Molecular Formulas (Ethane C2H6)
10. 10.Cell Biology & Genetics Complementary DNA Strands
11. 11.Euclidean Geometry & Trigonometry Hypotenuse
12. 12.Discrete Mathematics & Graph Max Edges
13. 13.Probability & Statistics Dice Combinations
14. 14.Linear Algebra Matrix Determinants
15. 15.Classical Mechanics Potential Energy PE = mgh
16. 16.Thermodynamics & Absolute Zero (-273.15 °C)
17. 17.Electrical Circuits & Ohm's Law R = V/I
18. 18.Computer Networking Default Ports (HTTP, HTTPS, SSH, DNS)
19. 19.Operating Systems Deadlocks & Semaphores
20. 20.Database Indexing & B+ Trees
21. 21.Cryptography (SHA-256 Digest Size)
22. 22.Machine Learning Regularization (L1/L2)
23. 23.Neural Network Activation Functions (Sigmoid)
24. 24.Data Analysis with Pandas/Numpy (dropna)
25. 25.Docker Containerization Instructions (FROM)
26. 26.Kubernetes Pod Commands (kubectl get pods)
27. 27.REST API Status Codes (201 Created)
28. 28.GraphQL Operation Keywords (mutation)
29. 29.Microservices Event-Driven Architecture
30. 30.System Design Caching & Redis
31. 31.World History Milestones (WW2 1945)
32. 32.World Geography Capitals (Tokyo, Paris, Canberra)
33. 33.Microeconomics Monopoly Structures
34. 34.Macroeconomics GDP Metrics
35. 35.Deductive Logic Syllogisms
36. 36.Cognitive Psychology Anchoring Bias
37. 37.Environmental Science Stratosphere Layer
38. 38.Astronomy Solar System Planets (Jupiter)
39. 39.Medical Anatomy Organ Sizes (Skin)
40. 40.Pharmacology NSAID COX Inhibitors
41. 41.Intellectual Property Patent Durations (20 years)
42. 42.Financial Accounting Equations (Assets = Liabilities + Equity)
43. 43.Agile & Scrum Sprint Durations
44. 44.Cybersecurity SQL Injection Attacks
45. 45.Mobile App Development (SwiftUI)
46. 46.C++ Memory Management (std::unique_ptr)
47. 47.Rust Ownership & Mutability (mut)
48. 48.Go Goroutines & Concurrency (go)
49. 49.Functional Programming Pure Functions
50. 50.Game Engine Development & Quaternions

Citation & Attribution

@dataset{true2456_gemma4_12b_onpolicy_50topics_2000_2026,
  author       = {True2456},
  title        = {Gemma 4 12B FrontierDistill: 2,000 Authentic 50-Topics On-Policy Student Failure Corrections},
  year         = {2026},
  publisher    = {Hugging Face},
  journal      = {Hugging Face Repository},
  howpublished = {\url{https://huggingface.co/datasets/True2456/gemma4-onpolicy-50topics-2000-corrections}},
  note         = {Attribution Required. Created by True2456 for Gemma 4 12B.}
}