| { |
| "name": "STEM", |
| "schema_version": "1.0", |
| "description": "Forty independent advanced STEM tasks across eight domains, with their 55 corresponding recorded Argon attempts.", |
| "domain_count": 8, |
| "task_count": 40, |
| "trajectory_count": 55, |
| "task_ids": [ |
| "ASTRO1", |
| "ASTRO2", |
| "ASTRO3", |
| "ASTRO4", |
| "ASTRO5", |
| "BIO1", |
| "BIO2", |
| "BIO3", |
| "BIO4", |
| "BIO5", |
| "CHEM1", |
| "CHEM2", |
| "CHEM3", |
| "CHEM4", |
| "CHEM5", |
| "EARTH1", |
| "EARTH2", |
| "EARTH3", |
| "EARTH4", |
| "EARTH5", |
| "ENG1", |
| "ENG2", |
| "ENG3", |
| "ENG4", |
| "ENG5", |
| "MATH1", |
| "MATH2", |
| "MATH3", |
| "MATH4", |
| "MATH5", |
| "MED1", |
| "MED2", |
| "MED3", |
| "MED4", |
| "MED5", |
| "PHYS1", |
| "PHYS2", |
| "PHYS3", |
| "PHYS4", |
| "PHYS5" |
| ], |
| "models": [ |
| "gemini-4-argon", |
| "gemini-4-argon-high" |
| ], |
| "model_attribution": "Model names are preserved from the supplied records. No new model attempts were generated.", |
| "reference_solutions_included": true, |
| "private_images_required": false, |
| "grading_runtime": { |
| "python": ">=3.10", |
| "dependencies": "Python standard library only", |
| "network_required": false |
| }, |
| "evaluation": { |
| "status": "Observed outcomes from deliberately selected samples; not an estimate of general model performance or task-level success probability.", |
| "passing_definition": "A complete submitted answer must pass the corresponding included verifier. Partial field reward is not a full-task pass.", |
| "recorded_attempts": { |
| "passed": 19, |
| "total": 55, |
| "pass_rate_pct": 34.54545455 |
| }, |
| "tasks_solved_at_least_once": { |
| "passed_tasks": 19, |
| "total_tasks": 40, |
| "rate_pct": 47.5 |
| }, |
| "pooling_note": "Attempt-weighted aggregation across different models and modes. Chemistry has two attempts per task, mathematics three, and the other domains one. This is not a common pass@1 or pass@k estimate." |
| }, |
| "trajectory_fidelity": { |
| "task_and_trajectory_files_preserved_byte_for_byte": true, |
| "source_format_preserved": true, |
| "medical_capture_limit": "Medical source records contain truncated tool-code and output snippets. Complete saved submitted answers remain gradeable; missing trace content was not reconstructed.", |
| "regrading_scope": "Validation regrades saved final answers, not model generation or historical tool execution." |
| }, |
| "domains": [ |
| { |
| "id": "ASTRO", |
| "name": "Astronomy", |
| "task_ids": [ |
| "ASTRO1", |
| "ASTRO2", |
| "ASTRO3", |
| "ASTRO4", |
| "ASTRO5" |
| ], |
| "task_count": 5, |
| "model": "gemini-4-argon-high", |
| "trajectory_modes": [ |
| "agentic_tool_use" |
| ], |
| "attempts_per_task": 1, |
| "recorded_attempts": { |
| "passed": 2, |
| "total": 5, |
| "pass_rate_pct": 40.0 |
| }, |
| "tasks_solved_at_least_once": 2 |
| }, |
| { |
| "id": "BIO", |
| "name": "Biology", |
| "task_ids": [ |
| "BIO1", |
| "BIO2", |
| "BIO3", |
| "BIO4", |
| "BIO5" |
| ], |
| "task_count": 5, |
| "model": "gemini-4-argon", |
| "trajectory_modes": [ |
| "agentic_tool_use" |
| ], |
| "attempts_per_task": 1, |
| "recorded_attempts": { |
| "passed": 2, |
| "total": 5, |
| "pass_rate_pct": 40.0 |
| }, |
| "tasks_solved_at_least_once": 2 |
| }, |
| { |
| "id": "CHEM", |
| "name": "Chemistry", |
| "task_ids": [ |
| "CHEM1", |
| "CHEM2", |
| "CHEM3", |
| "CHEM4", |
| "CHEM5" |
| ], |
| "task_count": 5, |
| "model": "gemini-4-argon", |
| "trajectory_modes": [ |
| "single_turn_no_tools", |
| "agentic_python_tool_use" |
| ], |
| "attempts_per_task": 2, |
| "recorded_attempts": { |
| "passed": 2, |
| "total": 10, |
| "pass_rate_pct": 20.0 |
| }, |
| "tasks_solved_at_least_once": 2 |
| }, |
| { |
| "id": "EARTH", |
| "name": "Earth science", |
| "task_ids": [ |
| "EARTH1", |
| "EARTH2", |
| "EARTH3", |
| "EARTH4", |
| "EARTH5" |
| ], |
| "task_count": 5, |
| "model": "gemini-4-argon", |
| "trajectory_modes": [ |
| "agentic_tool_use" |
| ], |
| "attempts_per_task": 1, |
| "recorded_attempts": { |
| "passed": 2, |
| "total": 5, |
| "pass_rate_pct": 40.0 |
| }, |
| "tasks_solved_at_least_once": 2 |
| }, |
| { |
| "id": "ENG", |
| "name": "Engineering", |
| "task_ids": [ |
| "ENG1", |
| "ENG2", |
| "ENG3", |
| "ENG4", |
| "ENG5" |
| ], |
| "task_count": 5, |
| "model": "gemini-4-argon", |
| "trajectory_modes": [ |
| "agentic_tool_use" |
| ], |
| "attempts_per_task": 1, |
| "recorded_attempts": { |
| "passed": 2, |
| "total": 5, |
| "pass_rate_pct": 40.0 |
| }, |
| "tasks_solved_at_least_once": 2 |
| }, |
| { |
| "id": "MATH", |
| "name": "Mathematics", |
| "task_ids": [ |
| "MATH1", |
| "MATH2", |
| "MATH3", |
| "MATH4", |
| "MATH5" |
| ], |
| "task_count": 5, |
| "model": "gemini-4-argon", |
| "trajectory_modes": [ |
| "agentic_tool_use" |
| ], |
| "attempts_per_task": 3, |
| "recorded_attempts": { |
| "passed": 5, |
| "total": 15, |
| "pass_rate_pct": 33.33333333 |
| }, |
| "tasks_solved_at_least_once": 5 |
| }, |
| { |
| "id": "MED", |
| "name": "Medicine", |
| "task_ids": [ |
| "MED1", |
| "MED2", |
| "MED3", |
| "MED4", |
| "MED5" |
| ], |
| "task_count": 5, |
| "model": "gemini-4-argon", |
| "trajectory_modes": [ |
| "agentic_tool_use" |
| ], |
| "attempts_per_task": 1, |
| "recorded_attempts": { |
| "passed": 2, |
| "total": 5, |
| "pass_rate_pct": 40.0 |
| }, |
| "tasks_solved_at_least_once": 2 |
| }, |
| { |
| "id": "PHYS", |
| "name": "Physics", |
| "task_ids": [ |
| "PHYS1", |
| "PHYS2", |
| "PHYS3", |
| "PHYS4", |
| "PHYS5" |
| ], |
| "task_count": 5, |
| "model": "gemini-4-argon", |
| "trajectory_modes": [ |
| "agentic_tool_use" |
| ], |
| "attempts_per_task": 1, |
| "recorded_attempts": { |
| "passed": 2, |
| "total": 5, |
| "pass_rate_pct": 40.0 |
| }, |
| "tasks_solved_at_least_once": 2 |
| } |
| ], |
| "tasks": [ |
| { |
| "id": "ASTRO1", |
| "title": "Coupled Peebles Recombination with $s+p$-Wave Dirac Dark-Matter Annihilation & Silk Damping", |
| "category": "Cosmology / recombination and CMB damping", |
| "path": "tasks/ASTRO1", |
| "trajectory_path": "trajectory/ASTRO1", |
| "candidate_maximum_bytes": 1048576, |
| "domain": "ASTRO", |
| "domain_name": "Astronomy", |
| "model": "gemini-4-argon-high", |
| "attempts": 1, |
| "passed_attempts": 0, |
| "recorded_attempt_outcomes": [ |
| "fail" |
| ] |
| }, |
| { |
| "id": "ASTRO2", |
| "title": "Kerr Superradiant $2p$ Scalar Cloud with Self-Gravity Shift, Boson Number & Annihilation GW Signal", |
| "category": "Strong-field gravity / black-hole superradiance", |
| "path": "tasks/ASTRO2", |
| "trajectory_path": "trajectory/ASTRO2", |
| "candidate_maximum_bytes": 1048576, |
| "domain": "ASTRO", |
| "domain_name": "Astronomy", |
| "model": "gemini-4-argon-high", |
| "attempts": 1, |
| "passed_attempts": 1, |
| "recorded_attempt_outcomes": [ |
| "pass" |
| ] |
| }, |
| { |
| "id": "ASTRO3", |
| "title": "MIT Bag Model Strange Quark Star TOV Structure, ISM Dispersion & Bare-Surface Thermal Flux", |
| "category": "Compact stars / relativistic stellar structure", |
| "path": "tasks/ASTRO3", |
| "trajectory_path": "trajectory/ASTRO3", |
| "candidate_maximum_bytes": 1048576, |
| "domain": "ASTRO", |
| "domain_name": "Astronomy", |
| "model": "gemini-4-argon-high", |
| "attempts": 1, |
| "passed_attempts": 0, |
| "recorded_attempt_outcomes": [ |
| "fail" |
| ] |
| }, |
| { |
| "id": "ASTRO4", |
| "title": "Bonnor–Ebert Critical Stability Limit via Emden–Chandrasekhar ODE Turning Point & Submm Flux", |
| "category": "Interstellar medium / gravitational stability", |
| "path": "tasks/ASTRO4", |
| "trajectory_path": "trajectory/ASTRO4", |
| "candidate_maximum_bytes": 1048576, |
| "domain": "ASTRO", |
| "domain_name": "Astronomy", |
| "model": "gemini-4-argon-high", |
| "attempts": 1, |
| "passed_attempts": 0, |
| "recorded_attempt_outcomes": [ |
| "fail" |
| ] |
| }, |
| { |
| "id": "ASTRO5", |
| "title": "Eccentric Exoplanet Orbital Insolation: Flux-Averaged vs. Time-Averaged Temperatures & Periastron Flux", |
| "category": "Exoplanets / orbital irradiation and radiative transfer", |
| "path": "tasks/ASTRO5", |
| "trajectory_path": "trajectory/ASTRO5", |
| "candidate_maximum_bytes": 1048576, |
| "domain": "ASTRO", |
| "domain_name": "Astronomy", |
| "model": "gemini-4-argon-high", |
| "attempts": 1, |
| "passed_attempts": 1, |
| "recorded_attempt_outcomes": [ |
| "pass" |
| ] |
| }, |
| { |
| "id": "BIO1", |
| "title": "Theorell–Chance enzyme kinetics and coupled carrier-buffered thermodynamics", |
| "category": "Enzyme kinetics and biochemical networks", |
| "path": "tasks/BIO1", |
| "trajectory_path": "trajectory/BIO1", |
| "attempts": 1, |
| "passed_attempts": 0, |
| "recorded_attempt_outcomes": [ |
| "fail" |
| ], |
| "numeric_fields": 5, |
| "matched_fields": 4, |
| "candidate_maximum_bytes": 1048576, |
| "trajectory_code_capped": false, |
| "domain": "BIO", |
| "domain_name": "Biology", |
| "model": "gemini-4-argon" |
| }, |
| { |
| "id": "BIO2", |
| "title": "Single-molecule work fluctuations with Donnan partitioning", |
| "category": "Molecular biophysics and nonequilibrium thermodynamics", |
| "path": "tasks/BIO2", |
| "trajectory_path": "trajectory/BIO2", |
| "attempts": 1, |
| "passed_attempts": 1, |
| "recorded_attempt_outcomes": [ |
| "pass" |
| ], |
| "numeric_fields": 5, |
| "matched_fields": 5, |
| "candidate_maximum_bytes": 1048576, |
| "trajectory_code_capped": false, |
| "domain": "BIO", |
| "domain_name": "Biology", |
| "model": "gemini-4-argon" |
| }, |
| { |
| "id": "BIO3", |
| "title": "Eyring ion-channel permeation with thermal and electrolyte linkage", |
| "category": "Cellular electrophysiology and ion transport", |
| "path": "tasks/BIO3", |
| "trajectory_path": "trajectory/BIO3", |
| "attempts": 1, |
| "passed_attempts": 0, |
| "recorded_attempt_outcomes": [ |
| "fail" |
| ], |
| "numeric_fields": 5, |
| "matched_fields": 4, |
| "candidate_maximum_bytes": 1048576, |
| "trajectory_code_capped": false, |
| "domain": "BIO", |
| "domain_name": "Biology", |
| "model": "gemini-4-argon" |
| }, |
| { |
| "id": "BIO4", |
| "title": "Underdominant-inversion traveling waves with viscoelastic and homeostatic coupling", |
| "category": "Population genetics and evolutionary dynamics", |
| "path": "tasks/BIO4", |
| "trajectory_path": "trajectory/BIO4", |
| "attempts": 1, |
| "passed_attempts": 0, |
| "recorded_attempt_outcomes": [ |
| "fail" |
| ], |
| "numeric_fields": 5, |
| "matched_fields": 4, |
| "candidate_maximum_bytes": 1048576, |
| "trajectory_code_capped": false, |
| "domain": "BIO", |
| "domain_name": "Biology", |
| "model": "gemini-4-argon" |
| }, |
| { |
| "id": "BIO5", |
| "title": "Soil nitrification–denitrification with crowding and mass-transfer coupling", |
| "category": "Ecological biogeochemistry and nutrient cycling", |
| "path": "tasks/BIO5", |
| "trajectory_path": "trajectory/BIO5", |
| "attempts": 1, |
| "passed_attempts": 1, |
| "recorded_attempt_outcomes": [ |
| "pass" |
| ], |
| "numeric_fields": 5, |
| "matched_fields": 5, |
| "candidate_maximum_bytes": 1048576, |
| "trajectory_code_capped": false, |
| "domain": "BIO", |
| "domain_name": "Biology", |
| "model": "gemini-4-argon" |
| }, |
| { |
| "id": "CHEM1", |
| "title": "Electrochemical impedance with coupled conformational equilibrium", |
| "category": "Electrochemistry / impedance spectroscopy", |
| "path": "tasks/CHEM1", |
| "trajectory_path": "trajectory/CHEM1", |
| "candidate_maximum_bytes": 1048576, |
| "domain": "CHEM", |
| "domain_name": "Chemistry", |
| "model": "gemini-4-argon", |
| "attempts": 2, |
| "passed_attempts": 1, |
| "recorded_attempt_outcomes": [ |
| "pass", |
| "fail" |
| ] |
| }, |
| { |
| "id": "CHEM2", |
| "title": "Polyelectrolyte hydrogel swelling and nonlinear mechanics", |
| "category": "Polymer / soft-matter thermodynamics", |
| "path": "tasks/CHEM2", |
| "trajectory_path": "trajectory/CHEM2", |
| "candidate_maximum_bytes": 1048576, |
| "domain": "CHEM", |
| "domain_name": "Chemistry", |
| "model": "gemini-4-argon", |
| "attempts": 2, |
| "passed_attempts": 1, |
| "recorded_attempt_outcomes": [ |
| "fail", |
| "pass" |
| ] |
| }, |
| { |
| "id": "CHEM3", |
| "title": "Radical-cation Hückel molecular-orbital analysis", |
| "category": "Theoretical / quantum chemistry", |
| "path": "tasks/CHEM3", |
| "trajectory_path": "trajectory/CHEM3", |
| "candidate_maximum_bytes": 1048576, |
| "domain": "CHEM", |
| "domain_name": "Chemistry", |
| "model": "gemini-4-argon", |
| "attempts": 2, |
| "passed_attempts": 0, |
| "recorded_attempt_outcomes": [ |
| "fail", |
| "fail" |
| ] |
| }, |
| { |
| "id": "CHEM4", |
| "title": "Wilkinson-catalyzed hydrogenation microkinetics", |
| "category": "Organometallic catalysis / reaction kinetics", |
| "path": "tasks/CHEM4", |
| "trajectory_path": "trajectory/CHEM4", |
| "candidate_maximum_bytes": 1048576, |
| "domain": "CHEM", |
| "domain_name": "Chemistry", |
| "model": "gemini-4-argon", |
| "attempts": 2, |
| "passed_attempts": 0, |
| "recorded_attempt_outcomes": [ |
| "fail", |
| "fail" |
| ] |
| }, |
| { |
| "id": "CHEM5", |
| "title": "Non-ideal ammonia synthesis using a cubic equation of state", |
| "category": "Thermodynamics / reaction equilibrium", |
| "path": "tasks/CHEM5", |
| "trajectory_path": "trajectory/CHEM5", |
| "candidate_maximum_bytes": 1048576, |
| "domain": "CHEM", |
| "domain_name": "Chemistry", |
| "model": "gemini-4-argon", |
| "attempts": 2, |
| "passed_attempts": 0, |
| "recorded_attempt_outcomes": [ |
| "fail", |
| "fail" |
| ] |
| }, |
| { |
| "id": "EARTH1", |
| "title": "Inverse Dieterich–Ruina Nonlinear Phase-Plane Excursion, Hopf Bifurcation, and Rebound Peak", |
| "category": "Earthquake physics / rate-and-state fault dynamics", |
| "path": "tasks/EARTH1", |
| "trajectory_path": "trajectory/EARTH1", |
| "attempts": 1, |
| "passed_attempts": 1, |
| "recorded_attempt_outcomes": [ |
| "pass" |
| ], |
| "matched_fields": 5, |
| "candidate_maximum_bytes": 1048576, |
| "domain": "EARTH", |
| "domain_name": "Earth science", |
| "model": "gemini-4-argon" |
| }, |
| { |
| "id": "EARTH2", |
| "title": "Inverse Variable-Conductivity Anisotropic Porous Thermal Convection Sturm–Liouville BVP", |
| "category": "Geothermal convection / porous-media stability", |
| "path": "tasks/EARTH2", |
| "trajectory_path": "trajectory/EARTH2", |
| "attempts": 1, |
| "passed_attempts": 0, |
| "recorded_attempt_outcomes": [ |
| "fail" |
| ], |
| "matched_fields": 3, |
| "candidate_maximum_bytes": 1048576, |
| "domain": "EARTH", |
| "domain_name": "Earth science", |
| "model": "gemini-4-argon" |
| }, |
| { |
| "id": "EARTH3", |
| "title": "Antarctic Ice-Shelf Firn-Aquifer Meltwater Percolation & Hydrofracture BVP", |
| "category": "Glaciology / Antarctic ice-shelf hydrofracture", |
| "path": "tasks/EARTH3", |
| "trajectory_path": "trajectory/EARTH3", |
| "attempts": 1, |
| "passed_attempts": 0, |
| "recorded_attempt_outcomes": [ |
| "fail" |
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| "matched_fields": 4, |
| "candidate_maximum_bytes": 1048576, |
| "domain": "EARTH", |
| "domain_name": "Earth science", |
| "model": "gemini-4-argon" |
| }, |
| { |
| "id": "EARTH4", |
| "title": "Hydrothermal-to-Abyssal Dissolved Iron Organic-Siderophore Stabilization BVP", |
| "category": "Chemical oceanography / marine iron cycling", |
| "path": "tasks/EARTH4", |
| "trajectory_path": "trajectory/EARTH4", |
| "attempts": 1, |
| "passed_attempts": 0, |
| "recorded_attempt_outcomes": [ |
| "fail" |
| ], |
| "matched_fields": 3, |
| "candidate_maximum_bytes": 1048576, |
| "domain": "EARTH", |
| "domain_name": "Earth science", |
| "model": "gemini-4-argon" |
| }, |
| { |
| "id": "EARTH5", |
| "title": "Polar Stratospheric Cloud (PSC) Type Ia NAT Denitrification & ClONO2-HCl Activation BVP", |
| "category": "Atmospheric chemistry / polar ozone depletion", |
| "path": "tasks/EARTH5", |
| "trajectory_path": "trajectory/EARTH5", |
| "attempts": 1, |
| "passed_attempts": 1, |
| "recorded_attempt_outcomes": [ |
| "pass" |
| ], |
| "matched_fields": 5, |
| "candidate_maximum_bytes": 1048576, |
| "domain": "EARTH", |
| "domain_name": "Earth science", |
| "model": "gemini-4-argon" |
| }, |
| { |
| "id": "ENG1", |
| "title": "Hartmann-channel ohmic dissipation and microwave-transducer heat flow", |
| "category": "Magnetohydrodynamics and liquid-metal cooling", |
| "path": "tasks/ENG1", |
| "trajectory_path": "trajectory/ENG1", |
| "attempts": 1, |
| "passed_attempts": 0, |
| "recorded_attempt_outcomes": [ |
| "fail" |
| ], |
| "numeric_fields": 1, |
| "matched_fields": 0, |
| "candidate_maximum_bytes": 1048576, |
| "trajectory_code_capped": false, |
| "domain": "ENG", |
| "domain_name": "Engineering", |
| "model": "gemini-4-argon" |
| }, |
| { |
| "id": "ENG2", |
| "title": "Strip-foundation stress and causal optical-sensor pulse dispersion", |
| "category": "Geotechnical mechanics and optical sensing", |
| "path": "tasks/ENG2", |
| "trajectory_path": "trajectory/ENG2", |
| "attempts": 1, |
| "passed_attempts": 1, |
| "recorded_attempt_outcomes": [ |
| "pass" |
| ], |
| "numeric_fields": 1, |
| "matched_fields": 1, |
| "candidate_maximum_bytes": 1048576, |
| "trajectory_code_capped": false, |
| "domain": "ENG", |
| "domain_name": "Engineering", |
| "model": "gemini-4-argon" |
| }, |
| { |
| "id": "ENG3", |
| "title": "Gaussian source reverse water-filling and coupled quantum ground-state energy", |
| "category": "Information theory and signal processing", |
| "path": "tasks/ENG3", |
| "trajectory_path": "trajectory/ENG3", |
| "attempts": 1, |
| "passed_attempts": 1, |
| "recorded_attempt_outcomes": [ |
| "pass" |
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| "numeric_fields": 1, |
| "matched_fields": 1, |
| "candidate_maximum_bytes": 1048576, |
| "trajectory_code_capped": false, |
| "domain": "ENG", |
| "domain_name": "Engineering", |
| "model": "gemini-4-argon" |
| }, |
| { |
| "id": "ENG4", |
| "title": "Control-loop stability and coupled electrostatic–osmotic free energy", |
| "category": "Control systems and electrochemical transduction", |
| "path": "tasks/ENG4", |
| "trajectory_path": "trajectory/ENG4", |
| "attempts": 1, |
| "passed_attempts": 0, |
| "recorded_attempt_outcomes": [ |
| "fail" |
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| "numeric_fields": 1, |
| "matched_fields": 0, |
| "candidate_maximum_bytes": 1048576, |
| "trajectory_code_capped": false, |
| "domain": "ENG", |
| "domain_name": "Engineering", |
| "model": "gemini-4-argon" |
| }, |
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