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True2456
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gemma4-onpolicy-50topics-2000-corrections

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gemma-4-12b
gemma4-12b
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qlora
on-policy
failure-mining
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[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 166ms. 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 3 and 11. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "11.40" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 6 V, current I = 1 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "6.0 Ohms" } ]
[ { "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 = [6, 21, 50, 25, 34, 78]. Write a 1-line list comprehension returning all elements greater than 21. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [6, 21, 50, 25, 34, 78] if x ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 202ms. 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 3 and 5. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "5.83" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[1, 4], [4, 7]]. Return integer only." }, { "role": "assistant", "content": "-9" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 3 kg at height h = 26 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "764.4 J" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 7 V, current I = 4 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "1.8 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [8, 74, 73, 10, 66, 18]. Write a 1-line list comprehension returning all elements greater than 66. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [8, 74, 73, 10, 66, 18] if x ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 239ms. 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 ACGTCG, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "TGCAGC" } ]
[ { "role": "user", "content": "Geometry: Right triangle legs are 3 and 12. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "12.37" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[1, 9], [6, 6]]. Return integer only." }, { "role": "assistant", "content": "-48" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 3 kg at height h = 5 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "147.0 J" } ]
[ { "role": "user", "content": "Python: Given list nums = [10, 28, 97, 95, 98, 56]. Write a 1-line list comprehension returning all elements greater than 28. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [10, 28, 97, 95, 98, 56] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 276ms. 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 AAATGT, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "TTTACA" } ]
[ { "role": "user", "content": "Geometry: Right triangle legs are 3 and 6. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "6.71" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[1, 5], [8, 4]]. Return integer only." }, { "role": "assistant", "content": "-36" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 3 kg at height h = 29 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "852.6 J" } ]
[ { "role": "user", "content": "Python: Given list nums = [11, 80, 21, 80, 31, 94]. Write a 1-line list comprehension returning all elements greater than 94. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [11, 80, 21, 80, 31, 94] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 313ms. 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 4 and 13. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "13.60" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 8 V, current I = 2 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "4.0 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [13, 34, 44, 65, 63, 33]. 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 [13, 34, 44, 65, 63, 33] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 350ms. 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 AACGCA, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "TTGCGT" } ]
[ { "role": "user", "content": "Geometry: Right triangle legs are 4 and 7. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "8.06" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[2, 5], [4, 2]]. Return integer only." }, { "role": "assistant", "content": "-16" } ]
[ { "role": "user", "content": "Python: Given list nums = [15, 87, 68, 50, 95, 71]. Write a 1-line list comprehension returning all elements greater than 71. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [15, 87, 68, 50, 95, 71] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 387ms. 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 ACGGGT, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "TGCCCA" } ]
[ { "role": "user", "content": "Geometry: Right triangle legs are 4 and 14. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "14.56" } ]
[ { "role": "user", "content": "Python: Given list nums = [17, 41, 91, 35, 28, 10]. Write a 1-line list comprehension returning all elements greater than 35. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [17, 41, 91, 35, 28, 10] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 424ms. 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 AAACTG, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "TTTGAC" } ]
[ { "role": "user", "content": "Geometry: Right triangle legs are 4 and 8. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "8.94" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[2, 6], [8, 8]]. Return integer only." }, { "role": "assistant", "content": "-32" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 5 kg at height h = 36 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "1764.0 J" } ]
[ { "role": "user", "content": "Python: Given list nums = [19, 94, 15, 21, 60, 49]. Write a 1-line list comprehension returning all elements greater than 19. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [19, 94, 15, 21, 60, 49] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 460ms. 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 AGTCCA, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "TCAGGT" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 5 kg at height h = 15 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "735.0 J" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 9 V, current I = 3 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "3.0 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [21, 48, 38, 6, 92, 87]. Write a 1-line list comprehension returning all elements greater than 6. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [21, 48, 38, 6, 92, 87] if x >...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 497ms. 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 ATCTGC, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "TAGACG" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 6 kg at height h = 39 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "2293.2 J" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 10 V, current I = 6 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "1.7 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [23, 2, 62, 90, 25, 26]. Write a 1-line list comprehension returning all elements greater than 2. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [23, 2, 62, 90, 25, 26] if x >...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 534ms. 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 AGGAAG, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "TCCTTC" } ]
[ { "role": "user", "content": "Geometry: Right triangle legs are 5 and 16. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "16.76" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[3, 2], [5, 4]]. Return integer only." }, { "role": "assistant", "content": "2" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 10 V, current I = 3 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "3.3 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [25, 55, 85, 75, 57, 64]. Write a 1-line list comprehension returning all elements greater than 57. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [25, 55, 85, 75, 57, 64] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 571ms. 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 ATAACT, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "TATTGA" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[3, 7], [7, 3]]. Return integer only." }, { "role": "assistant", "content": "-40" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 6 kg at height h = 42 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "2469.6 J" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 10 V, current I = 1 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "10.0 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [27, 9, 9, 61, 89, 3]. Write a 1-line list comprehension returning all elements greater than 9. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [27, 9, 9, 61, 89, 3] if x > 9]"...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 608ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 11 V, current I = 4 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "2.8 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [29, 62, 33, 46, 22, 42]. Write a 1-line list comprehension returning all elements greater than 42. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [29, 62, 33, 46, 22, 42] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 645ms. 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 TTTGAA, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "AAACTT" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[3, 8], [3, 9]]. Return integer only." }, { "role": "assistant", "content": "3" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 7 kg at height h = 46 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "3155.6 J" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 11 V, current I = 1 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "11.0 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [31, 16, 56, 31, 54, 80]. 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 [31, 16, 56, 31, 54, 80] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 681ms. 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 TGCCCC, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "ACGGGG" } ]
[ { "role": "user", "content": "Geometry: Right triangle legs are 6 and 4. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "7.21" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[3, 4], [5, 8]]. Return integer only." }, { "role": "assistant", "content": "4" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 7 kg at height h = 24 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "1646.4 J" } ]
[ { "role": "user", "content": "Python: Given list nums = [33, 69, 79, 16, 86, 19]. Write a 1-line list comprehension returning all elements greater than 19. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [33, 69, 79, 16, 86, 19] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 718ms. 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 TCGTGG, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "AGCACC" } ]
[ { "role": "user", "content": "Geometry: Right triangle legs are 6 and 11. Calculate hypotenuse length. Return numeric value rounded to 2 decimals." }, { "role": "assistant", "content": "12.53" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[3, 8], [7, 6]]. Return integer only." }, { "role": "assistant", "content": "-38" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 8 kg at height h = 49 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "3841.6 J" } ]
[ { "role": "user", "content": "Circuits: Voltage V = 12 V, current I = 1 A. Calculate resistance R = V/I. Return value with Ohms only." }, { "role": "assistant", "content": "12.0 Ohms" } ]
[ { "role": "user", "content": "Python: Given list nums = [34, 23, 4, 2, 19, 57]. Write a 1-line list comprehension returning all elements greater than 2. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [34, 23, 4, 2, 19, 57] if x > 2...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 755ms. Return code line only without markdown formatting." }, { "role": "assistant", "content": "const delay = (ms) => new Promise((resolve) => setTimeout(resolve, ms));" } ]
[ { "role": "user", "content": "Python: Given list nums = [36, 76, 27, 86, 51, 95]. Write a 1-line list comprehension returning all elements greater than 36. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [36, 76, 27, 86, 51, 95] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 792ms. 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 TCTACC, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "AGATGG" } ]
[ { "role": "user", "content": "Linear Algebra: Calculate determinant of 2x2 matrix [[4, 9], [2, 4]]. Return integer only." }, { "role": "assistant", "content": "-2" } ]
[ { "role": "user", "content": "Python: Given list nums = [38, 30, 50, 71, 83, 34]. Write a 1-line list comprehension returning all elements greater than 71. Return python code snippet only without markdown formatting." }, { "role": "assistant", "content": "[x for x in [38, 30, 50, 71, 83, 34] if ...
[ { "role": "user", "content": "JavaScript: Write an async arrow function 'delay' returning a Promise that resolves after 829ms. 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 TACAGA, what is its complementary sequence? Return nucleotide sequence only." }, { "role": "assistant", "content": "ATGTCT" } ]
[ { "role": "user", "content": "Physics: Calculate potential energy PE = m*g*h for mass m = 9 kg at height h = 31 m (g = 9.8 m/s^2). Return numeric value with J only." }, { "role": "assistant", "content": "2734.2 J" } ]
End of preview. Expand in Data Studio

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. 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_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.}
}
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