kth8/gemma-3-1b-it-SuperGPQA-Classifier

A full fine-tune of unsloth/gemma-3-1b-it on the m-a-p/SuperGPQA dataset to only classify questions.

Usage example

System prompt

You are a classifier. Categorize the following question into discipline, field, and subfield in JSON format:

User prompt

Cotton and linen both readily catch fire. A batch of towels is composed of both cotton and linen, and is known to have caught fire. If it is known that the towels were ignited by a lit cigarette, which of the following arguments utilizes the most appropriate form of reasoning?

Possible options

Discipline

["Philosophy", "Education", "History", "Literature and Arts", "Agronomy", "Sociology", "Science", "Engineering", "Economics", "Law", "Medicine", "Management", "Military Science"]

Field

["Mechanical Engineering", "Clinical Medicine", "Geological Resources and Geological Engineering", "Geophysics", "Control Science and Engineering", "Basic Medicine", "Crop Science", "Forestry", "Electronic Science and Technology", "Physical Oceanography", "Biology", "Political Science", "Library, Information and Archival Management", "Civil Engineering", "Atmospheric Science", "Military Science", "Chemical Engineering and Technology", "Theoretical Economics", "Mechanics", "Food Science and Engineering", "Astronomy", "Mining Engineering", "Agricultural Engineering", "Public Health and Preventive Medicine", "Optical Engineering", "Veterinary Medicine", "Aquaculture", "Management Science and Engineering", "Pharmacy", "Animal Husbandry", "Geology", "Traditional Chinese Medicine", "Physics", "Weapon Science and Technology", "Instrument Science and Technology", "Oceanography", "Power Engineering and Engineering Thermophysics", "Systems Science", "Applied Economics", "History", "Aeronautical and Astronautical Science and Technology", "Mathematics", "Law", "Nuclear Science and Technology", "Petroleum and Natural Gas Engineering", "Physical Education", "Geography", "Philosophy", "Stomatology", "Psychology", "Environmental Science and Engineering", "Forestry Engineering", "Information and Communication Engineering", "Journalism and Communication", "Public Administration", "Sociology", "Hydraulic Engineering", "Electrical Engineering", "Transportation Engineering", "Business Administration", "Computer Science and Technology", "Art Studies", "Materials Science and Engineering", "Naval Architecture and Ocean Engineering", "Chemistry", "Education", "Architecture", "Language and Literature", "Musicology", "Surveying and Mapping Science and Technology", "Metallurgical Engineering", "Textile Science and Engineering"]

Subfield

["Non-ferrous Metallurgy", "Operations Research and Cybernetics", "Epidemiology and Health Statistics", "Number Theory", "Oncology", "Preschool Education", "Pharmaceutical Analysis", "Pattern Recognition", "Solid State Physics", "Music History, Education, and Technology", "Dynamic Meteorology", "Philology and Bibliography", "Transportation Planning and Management", "Inorganic Chemistry", "Labor Economics", "Clinical Laboratory Diagnostics", "Computer Architecture", "Astrophysics", "Optical Fiber Communication", "Engineering Fluid Mechanics", "French Language and Literature", "Hydraulics and Hydrology", "Cartography and Geographic Information Engineering", "Industrial Economics", "Structural Engineering", "Semiconductor Physics", "Religious Studies", "Radiochemistry", "Advanced Programming Languages", "Film Studies", "Traditional Chinese Health Preservation", "Pathogen Biology", "Health Toxicology and Environmental Health", "National and Defense Economics", "Advanced Algebra", "Quantum Mechanics", "Mineralogy, Petrology, and Economic Geology", "Heat Transfer", "Elements of Chemical Reaction Engineering", "Medicinal Chemistry", "Applied Optics", "Internal Combustion Engineering", "Pharmaceutics", "Theoretical Optics", "Thermodynamics", "Computational Mathematics", "Surgery", "Urban Planning and Design", "Criminal Law", "World History", "Law and Social Governance", "Obstetrics and Gynecology", "Basic Stomatology", "Structural Geology", "Broadcasting and Television Art", "Radiation Medicine", "Harmony", "Formal Languages", "Procedural Law", "Modern and Contemporary Chinese Literature", "Materials Physics and Chemistry", "Computer Networks", "Tourism Management and Technological Economics Management", "Geometry and Topology", "Mineral Processing Engineering", "Communication and Broadcasting", "Anesthesiology", "Communication and Information Systems", "Signal and Information Processing", "Poromechanics and Reservoir Physics", "Microbiology and Biochemical Pharmacy", "Iron and Steel Metallurgy", "Polymer Physics", "Solid Mechanics", "Chemical Transport Engineering", "Physical Chemistry", "Mathematical Analysis", "Environmental Science", "Special Number Theory", "Philosophy of Science and Technology", "Thermal Energy Engineering", "Composition", "Social and Folklore Studies", "Laser Technology", "Land Resource Management and Administrative Management", "Design Arts", "Databases", "Finance", "Architectural Design and Theory", "Veterinary Medicine", "Principles of Seismic Exploration", "Sports Science and Medicine", "Sports Humanities and Sociology", "Rigid Body Mechanics", "Stellar and Interstellar Evolution", "Theory of Curriculum and Instruction", "Theoretical Mechanics", "Analytical Chemistry", "Immunology", "Psychiatry and Mental Health", "Crop Science", "Animal Nutrition and Feed Science", "Pathology and Pathophysiology", "Radiation Protection and Nuclear Technology Applications", "History and Theory of Journalism and Media Management", "Ecology", "Classical Chinese Literature", "Digital Surveying and Remote Sensing Applications", "Otorhinolaryngology", "Power Systems and Automation", "Landscape Plants and Ornamental Horticulture", "Principles of Metallurgy", "Economic History", "Political Science", "Paleontology and Stratigraphy", "Contract Law", "Management Science and Engineering", "Mass Transport and Separation Process in Chemical Engineering", "Aquaculture", "Thermodynamics and Statistical Physics", "Bridge and Tunnel Engineering", "Urban Infrastructure Engineering", "Instrument Science and Technology", "Textile Materials Science", "Discrete Mathematics", "Weapon Systems Science and Engineering", "Genetics", "Textile Chemistry and Dyeing Engineering", "Ordinary Differential Equations", "Communication Principles", "Logic", "Microbiology", "Systems Science", "Biophysics", "Food Biochemistry", "Pitch and Scales", "Legal Theory and Legal History", "Marine Chemistry", "Forensic Medicine", "Mining and Safety Engineering", "Emergency Medicine", "International Trade", "Acoustics", "Journalism and News Practice", "Military Law", "Information Management and Communication", "Political Economy", "Wood Science and Technology", "Human Geography", "Quantitative Economics", "Aeronautical and Astronautical Science and Technology", "Neurology", "Environmental and Resource Protection", "Historical Geography", "Fluid Machinery and Engineering", "Ship Mechanics and Design Principles", "Environmental Engineering", "Numerical Analysis", "Cryptography", "Education Economics, Management and Social Security", "Ethics", "Combinatorial Mathematics", "Military Chemistry and Pyrotechnics", "Food Processing and Storage Engineering", "Electrical Theory and New Technologies", "Dance Studies", "Internal Medicine", "Materials Processing Engineering", "Biochemistry and Molecular Biology", "Control Theory and Control Engineering", "Public Finance", "Fundamental Mathematics", "Military Thought and History", "Military Management", "Imaging and Nuclear Medicine", "Nuclear Energy and Reactor Technology", "Literary Theory", "Clinical Stomatology", "Business and Accounting Management", "Stochastic Processes", "Engineering Thermophysics", "Operating Systems", "Atomic and Molecular Physics", "Agricultural Environment and Soil-Water Engineering", "Psychology", "Traditional Chinese Pharmacy", "Pharmacology", "Archaeology and Museology", "Fundamentals of Dynamics and Control", "Traditional Chinese Medicine Theory", "Geological Resources and Geological Engineering", "Forest Cultivation and Genetic Breeding", "Cosmology", "Geotechnical Engineering", "Solar System Science", "Refrigeration and Cryogenic Engineering", "Subatomic and Atomic Physics", "Theoretical Fluid Mechanics", "Antenna and Radio Communication", "Linguistics and Applied Linguistics", "Atmospheric Physics and Atmospheric Environment", "Zoology", "Animal Rearing and Breeding", "Polymer Chemistry and Physics", "Statistical Mechanics", "Cell Biology", "Polynomials and Series Expansions", "Instrumentation and Performance", "Meteorology", "Road and Railway Engineering", "High Voltage and Insulation Technology", "Group Theory", "Functions of Complex Variables", "Library and Archival Science", "Nursing and Rehabilitation Medicine", "Fuzzy Mathematics", "Optoelectronic Technology", "Electrodynamics", "Civil and Commercial Law", "Electrochemistry", "Maternal, Child and Adolescent Health", "Space physics", "Architectural History", "Musical Forms and Analysis", "Drama and Opera Studies", "Hydrogeology", "Literary History", "Russian Language and Literature", "Principles of Computer Organization", "Power Machinery and Engineering", "Fine Arts", "Fluid Physics", "Mechatronic Engineering", "Information Management Science", "Power Electronics and Electrical Drives", "Dermatology and Venereology", "Organic Chemistry", "Circuits and Systems", "Social Medicine and Health Management", "Oil and Gas Field Development and Storage & Transportation Engineering", "Fluid Flow and Heat Transfer in Chemical Engineering", "Data Structures", "Agricultural Mechanization Engineering", "Geochemistry", "Philosophical Aesthetics", "Marine Engineering", "Special Education", "Western Economics", "Probability and Statistics", "International Law", "Solid Earth Geophysics", "Physical Geography", "Electromagnetic Field and Microwave Technology", "Demography and Anthropology", "Forest Engineering", "Physical Chemistry of Metallurgical Process", "Computer Software and Theory", "Physiology", "Military Logistics and Equipment", "Constitutional and Administrative Law", "Traffic Information Engineering and Control", "Nutrition and Food Hygiene", "Guidance, Navigation and Control", "Human Anatomy and Histology-Embryology", "Microelectronics and Solid-State Electronics", "Educational Technology and Principles", "Particle and Nuclear Physics", "Geriatric Medicine", "Physical Oceanography", "Underwater Acoustics", "Vehicle Operation Engineering", "Botany", "Functions of Real Variables", "Marine Biology", "Pediatrics", "Geodesy and Surveying Engineering", "Economic Statistics", "Relativity", "Military Command and Information Systems", "Graph Theory", "Manufacturing Automation", "Physical Education and Training", "Water conservancy and Hydropower Engineering", "Astronomical Observation and Technology", "Ophthalmology"]

Model Details

• Base Model: unsloth/gemma-3-1b-it
• Parameter Count: 999885952
• Training Method: Full Fine-Tune (FFT) - All parameters updated.
• Precision: torch.bfloat16

Hardware

• GPU: NVIDIA L4

Training stats

• Global step: 3151
• Training runtime: 10085.7017
• Average training loss: 0.1047517122864553
• Final validation loss: 0.06076248735189438
• Epoch: 1.0

Framework versions

• Unsloth: 2026.3.4
• TRL: 0.22.2
• Transformers: 4.56.2
• Pytorch: 2.10.0+cu128
• Datasets: 4.3.0
• Tokenizers: 0.22.2

License

This model is released under the Gemma license. See the Gemma Terms of Use for details.