{ "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 / 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"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": 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"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": 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"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" ], "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": 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