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gemma4-onpolicy-50topics-corrections

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[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 631ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ]
[ { "role": "user", "content": "Chemistry: What is the molecular formula for ethane? Return formula only." }, { "role": "assistant", "content": "C2H6" } ]
[ { "role": "user", "content": "Genetics: Given 5' to 3' DNA sequence TACATA, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "ATGTAT" } ]
[ { "role": "user", "content": "Geometry: Right triangle legs are 5 and 6. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "7.81" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[3, 5], [4, 3]]. Return integer only." }, { "role": "assistant", "content": "-11" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 7 kg at height h = 30 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "2058.0 J" } ]
[ { "role": "user", "content": "Databases: What data structure is primarily used for clustered indexes in relational storage engines like InnoDB? Return name only." }, { "role": "assistant", "content": "B+ tree" } ]
[ { "role": "user", "content": "Pandas: Write a line of code using DataFrame 'df' to drop all rows containing null/NaN values. Return single line of code only." }, { "role": "assistant", "content": "df.dropna(inplace=True)" } ]
[ { "role": "user", "content": "Kubernetes: What kubectl command retrieves all running pods in current namespace? Return command string only." }, { "role": "assistant", "content": "kubectl get pods" } ]
[ { "role": "user", "content": "Pharmacology: What class of drugs reduces pain and fever by inhibiting COX enzymes (e.g. Ibuprofen)? Return acronym only." }, { "role": "assistant", "content": "NSAID" } ]
[ { "role": "user", "content": "Cybersecurity: What vulnerability occurs when untrusted user input is concatenated into SQL commands? Return attack name." }, { "role": "assistant", "content": "SQL Injection" } ]
[ { "role": "user", "content": "Python: Given list nums = [30, 82, 67, 61, 71, 70]. Write a 1-line list comprehension returning all elements greater than 61. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [30, 82, 67, 61, 71, 70] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 668ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[3, 1], [6, 1]]. Return integer only." }, { "role": "assistant", "content": "-3" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 11 V, current I = 2 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "5.5 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [32, 36, 90, 46, 4, 9]. Write a 1-line list comprehension returning all elements greater than 32. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [32, 36, 90, 46, 4, 9] if x > ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 705ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ]
[ { "role": "user", "content": "Physics: Initial velocity u = 6 m/s, acceleration a = 8 m/s^2, time t = 8 s. Compute final velocity v = u + a*t. Return numerical value with m/s only." }, { "role": "assistant", "content": "70 m/s" } ]
[ { "role": "user", "content": "Genetics: Given 5' to 3' DNA sequence TAAGAG, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "ATTCTC" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[3, 5], [8, 9]]. Return integer only." }, { "role": "assistant", "content": "-13" } ]
[ { "role": "user", "content": "Python: Given list nums = [34, 89, 15, 31, 36, 47]. Write a 1-line list comprehension returning all elements greater than 31. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [34, 89, 15, 31, 36, 47] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 741ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ]
[ { "role": "user", "content": "Genetics: Given 5' to 3' DNA sequence TCTCTA, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "AGAGAT" } ]
[ { "role": "user", "content": "Geometry: Right triangle legs are 6 and 14. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "15.23" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 12 V, current I = 3 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "4.0 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [36, 43, 38, 17, 68, 85]. Write a 1-line list comprehension returning all elements greater than 43. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [36, 43, 38, 17, 68, 85] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 778ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[4, 6], [3, 6]]. Return integer only." }, { "role": "assistant", "content": "6" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 8 kg at height h = 37 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "2900.8 J" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 12 V, current I = 6 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "2.0 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [38, 96, 61, 2, 1, 25]. Write a 1-line list comprehension returning all elements greater than 1. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [38, 96, 61, 2, 1, 25] if x > 1...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 815ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 9 kg at height h = 15 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "1323.0 J" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 13 V, current I = 3 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "4.3 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [40, 50, 85, 86, 33, 63]. Write a 1-line list comprehension returning all elements greater than 50. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [40, 50, 85, 86, 33, 63] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 852ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ]
[ { "role": "user", "content": "Physics: Initial velocity u = 8 m/s, acceleration a = 2 m/s^2, time t = 7 s. Compute final velocity v = u + a*t. Return numerical value with m/s only." }, { "role": "assistant", "content": "22 m/s" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[4, 7], [7, 4]]. Return integer only." }, { "role": "assistant", "content": "-33" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 9 kg at height h = 40 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "3528.0 J" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 13 V, current I = 6 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "2.2 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [41, 4, 9, 71, 65, 2]. Write a 1-line list comprehension returning all elements greater than 65. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [41, 4, 9, 71, 65, 2] if x > 65...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 889ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ]
[ { "role": "user", "content": "Genetics: Given 5' to 3' DNA sequence TGAACC, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "ACTTGG" } ]
[ { "role": "user", "content": "Geometry: Right triangle legs are 7 and 16. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "17.46" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 9 kg at height h = 19 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "1675.8 J" } ]
[ { "role": "user", "content": "Python: Given list nums = [43, 57, 32, 57, 97, 40]. Write a 1-line list comprehension returning all elements greater than 32. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [43, 57, 32, 57, 97, 40] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 926ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[4, 7], [2, 1]]. Return integer only." }, { "role": "assistant", "content": "-10" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 10 kg at height h = 43 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "4214.0 J" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 14 V, current I = 1 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "14.0 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [45, 11, 56, 42, 30, 78]. Write a 1-line list comprehension returning all elements greater than 78. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [45, 11, 56, 42, 30, 78] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 962ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ]
[ { "role": "user", "content": "Genetics: Given 5' to 3' DNA sequence TGCGTC, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "ACGCAG" } ]
[ { "role": "user", "content": "Geometry: Right triangle legs are 7 and 4. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "8.06" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 10 kg at height h = 22 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "2156.0 J" } ]
[ { "role": "user", "content": "Python: Given list nums = [47, 64, 79, 27, 62, 17]. Write a 1-line list comprehension returning all elements greater than 79. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [47, 64, 79, 27, 62, 17] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 999ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ]
[ { "role": "user", "content": "Genetics: Given 5' to 3' DNA sequence TTGCCG, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "AACGGC" } ]
[ { "role": "user", "content": "Geometry: Right triangle legs are 7 and 11. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "13.04" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[5, 8], [7, 7]]. Return integer only." }, { "role": "assistant", "content": "-21" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 11 kg at height h = 46 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "4958.8 J" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 15 V, current I = 1 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "15.0 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [49, 18, 3, 12, 94, 56]. Write a 1-line list comprehension returning all elements greater than 49. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [49, 18, 3, 12, 94, 56] if x ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 1036ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ...
[ { "role": "user", "content": "Geometry: Right triangle legs are 7 and 5. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "8.60" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[5, 4], [9, 6]]. Return integer only." }, { "role": "assistant", "content": "-6" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 11 kg at height h = 25 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "2695.0 J" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 15 V, current I = 4 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "3.8 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [51, 71, 26, 97, 27, 94]. Write a 1-line list comprehension returning all elements greater than 97. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [51, 71, 26, 97, 27, 94] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 1073ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ...
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[5, 9], [2, 5]]. Return integer only." }, { "role": "assistant", "content": "7" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 11 kg at height h = 50 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "5390.0 J" } ]
[ { "role": "user", "content": "Python: Given list nums = [53, 25, 50, 82, 59, 33]. Write a 1-line list comprehension returning all elements greater than 53. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [53, 25, 50, 82, 59, 33] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 1110ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ...
[ { "role": "user", "content": "Physics: Initial velocity u = 11 m/s, acceleration a = 8 m/s^2, time t = 4 s. Compute final velocity v = u + a*t. Return numerical value with m/s only." }, { "role": "assistant", "content": "43 m/s" } ]
[ { "role": "user", "content": "Genetics: Given 5' to 3' DNA sequence CACACA, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "GTGTGT" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[5, 4], [4, 3]]. Return integer only." }, { "role": "assistant", "content": "-1" } ]
[ { "role": "user", "content": "Python: Given list nums = [55, 78, 73, 67, 91, 71]. Write a 1-line list comprehension returning all elements greater than 91. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [55, 78, 73, 67, 91, 71] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 1147ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ...
[ { "role": "user", "content": "Genetics: Given 5' to 3' DNA sequence CCGAGT, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "GGCTCA" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[5, 9], [6, 2]]. Return integer only." }, { "role": "assistant", "content": "-44" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 16 V, current I = 2 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "8.0 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [57, 32, 96, 52, 24, 10]. Write a 1-line list comprehension returning all elements greater than 32. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [57, 32, 96, 52, 24, 10] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 1183ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ...
[ { "role": "user", "content": "Physics: Initial velocity u = 11 m/s, acceleration a = 8 m/s^2, time t = 8 s. Compute final velocity v = u + a*t. Return numerical value with m/s only." }, { "role": "assistant", "content": "75 m/s" } ]
[ { "role": "user", "content": "Genetics: Given 5' to 3' DNA sequence CAAGAG, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "GTTCTC" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[6, 5], [8, 1]]. Return integer only." }, { "role": "assistant", "content": "-34" } ]
[ { "role": "user", "content": "Python: Given list nums = [59, 85, 21, 37, 56, 48]. Write a 1-line list comprehension returning all elements greater than 56. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [59, 85, 21, 37, 56, 48] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 1220ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ...
[ { "role": "user", "content": "Geometry: Right triangle legs are 8 and 13. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "15.26" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 13 kg at height h = 10 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "1274.0 J" } ]
[ { "role": "user", "content": "Python: Given list nums = [61, 39, 44, 23, 88, 87]. Write a 1-line list comprehension returning all elements greater than 44. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [61, 39, 44, 23, 88, 87] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 1257ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ...
[ { "role": "user", "content": "Genetics: Given 5' to 3' DNA sequence CACCGC, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "GTGGCG" } ]
[ { "role": "user", "content": "Geometry: Right triangle legs are 9 and 7. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "11.40" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 13 kg at height h = 35 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "4459.0 J" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 17 V, current I = 6 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "2.8 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [63, 92, 67, 8, 21, 26]. Write a 1-line list comprehension returning all elements greater than 26. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [63, 92, 67, 8, 21, 26] if x ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 1294ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ...
[ { "role": "user", "content": "Genetics: Given 5' to 3' DNA sequence CCGTAG, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "GGCATC" } ]
End of preview. Expand in Data Studio

Gemma 4 FrontierDistill - 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 FrontierDistill Project.

This dataset contains 1,000 authentic on-policy student failure corrections collected live from gemma-4-12b-it-qat-frontierdistill across 50 distinct real-world technical, scientific, mathematical, and coding domains (1,741 total probes evaluated live, 57.44% failure rate).

Every example in this dataset represents a verified failure mode where the 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.

50 Real-World Technical & Scientific Topics Mined

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

Citation & Attribution 

@dataset{true2456_gemma4_onpolicy_50topics_2026,
  author       = {True2456},
  title        = {Gemma 4 FrontierDistill: 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-corrections}},
  note         = {Attribution Required. Created by True2456.}
}
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