task_id
string
domain
string
title
string
category
string
instruction
string
instance_json
string
task_path
string
trajectory_path
string
recorded_attempts
int64
recorded_passes
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ASTRO1
Astronomy
Coupled Peebles Recombination with $s+p$-Wave Dirac Dark-Matter Annihilation & Silk Damping
Cosmology / recombination and CMB damping
# Coupled Peebles Recombination with $s+p$-Wave Dirac Dark-Matter Annihilation & Silk Damping Consider a Friedmann–Lemaître–Robertson–Walker universe with: - Hubble constant: $H_0 = 67.36\text{ km s}^{-1}\text{ Mpc}^{-1}$ ($h \equiv H_0 / 100$) - Present CMB temperature: $T_0 = 2.7255\text{ K}$ - Physi...
{"task_id": "ASTRO1", "input_type": "self-contained numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "ASTRO1", "numeric_fields": ["residual_ionization_fraction_xe_at_z200", "baryon_matter_temper...
tasks/ASTRO1
trajectory/ASTRO1
1
0
1,048,576
ASTRO2
Astronomy
Kerr Superradiant $2p$ Scalar Cloud with Self-Gravity Shift, Boson Number & Annihilation GW Signal
Strong-field gravity / black-hole superradiance
# Kerr Superradiant $2p$ Scalar Cloud with Self-Gravity Shift, Boson Number & Annihilation GW Signal A stellar-mass Kerr black hole at cosmological redshift $z_{\text{cos}} = 0.065$ with line-of-sight peculiar velocity $v_{\text{pec}} = -850.0\text{ km s}^{-1}$ (approaching the observer relative to the local Hubbl...
{"task_id": "ASTRO2", "input_type": "self-contained numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "ASTRO2", "numeric_fields": ["initial_horizon_angular_velocity_rad_s", "saturated_black_hole_...
tasks/ASTRO2
trajectory/ASTRO2
1
1
1,048,576
ASTRO3
Astronomy
MIT Bag Model Strange Quark Star TOV Structure, ISM Dispersion & Bare-Surface Thermal Flux
Compact stars / relativistic stellar structure
# MIT Bag Model Strange Quark Star TOV Structure, ISM Dispersion & Bare-Surface Thermal Flux A bare strange quark star at distance $D = 2.40\text{ kpc}$ ($z = 0$) is governed by the massless-quark MIT Bag Model equation of state $P(\epsilon) = \frac{1}{3}(\epsilon - 4B)$ with bag constant $B = 62.0\text{ MeV fm}^{...
{"task_id": "ASTRO3", "input_type": "self-contained numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "ASTRO3", "numeric_fields": ["quark_star_radius_km", "quark_star_mass_msun", "ism_radio_dispe...
tasks/ASTRO3
trajectory/ASTRO3
1
0
1,048,576
ASTRO4
Astronomy
Bonnor–Ebert Critical Stability Limit via Emden–Chandrasekhar ODE Turning Point & Submm Flux
Interstellar medium / gravitational stability
# Bonnor–Ebert Critical Stability Limit via Emden–Chandrasekhar ODE Turning Point & Submm Flux A pressure-bounded, self-gravitating isothermal sphere ($P = c_s^2\rho$, $c_s = \sqrt{\frac{k_B T}{\mu m_u}}$) has radial density profile $\rho(\xi) = \rho_c e^{-\psi(\xi)}$ where $\xi \equiv r \sqrt{4\pi G\rho_c} / c_s$ and...
{"task_id": "ASTRO4", "input_type": "self-contained numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "ASTRO4", "numeric_fields": ["critical_dimensionless_radius_xi_crit", "critical_bonnor_ebert_...
tasks/ASTRO4
trajectory/ASTRO4
1
0
1,048,576
ASTRO5
Astronomy
Eccentric Exoplanet Orbital Insolation: Flux-Averaged vs. Time-Averaged Temperatures & Periastron Flux
Exoplanets / orbital irradiation and radiative transfer
# Eccentric Exoplanet Orbital Insolation: Flux-Averaged vs. Time-Averaged Temperatures & Periastron Flux An exoplanet of radius $R_p = 1.1\,R_J$ with Bond albedo $A_B = 0.22$ and full global heat redistribution (uniform spherical reradiation over $4\pi$ steradians with unit emissivity) orbits a host star of luminosity...
{"task_id": "ASTRO5", "input_type": "self-contained numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "ASTRO5", "numeric_fields": ["flux_averaged_equilibrium_temp_k", "time_averaged_instantaneous...
tasks/ASTRO5
trajectory/ASTRO5
1
1
1,048,576
BIO1
Biology
Theorell–Chance enzyme kinetics and coupled carrier-buffered thermodynamics
Enzyme kinetics and biochemical networks
# BIO1: Theorell–Chance enzyme kinetics and coupled carrier-buffered thermodynamics An alcohol dehydrogenase isoform of total concentration $E_{\text{tot}} = 0.04\text{ }\mu\text{M}$ operates via the compulsory-order Theorell–Chance mechanism without a kinetically significant central ternary complex: 1. $E + A \rightl...
{"task_id": "BIO1", "title": "Theorell–Chance enzyme kinetics and coupled carrier-buffered thermodynamics", "category": "Enzyme kinetics and biochemical networks", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"t...
tasks/BIO1
trajectory/BIO1
1
0
1,048,576
BIO2
Biology
Single-molecule work fluctuations with Donnan partitioning
Molecular biophysics and nonequilibrium thermodynamics
# BIO2: Single-molecule work fluctuations with Donnan partitioning In an optical-tweezers single-molecule RNA unfolding/refolding experiment (with energies measured in units of $k_B T$), the forward unfolding work distribution $P_F(W)$ is Gaussian with mean $\mu_F = 52.3000\,k_B T$ and variance $\sigma_F^2 = 19.6000\,...
{"task_id": "BIO2", "title": "Single-molecule work fluctuations with Donnan partitioning", "category": "Molecular biophysics and nonequilibrium thermodynamics", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"type...
tasks/BIO2
trajectory/BIO2
1
1
1,048,576
BIO3
Biology
Eyring ion-channel permeation with thermal and electrolyte linkage
Cellular electrophysiology and ion transport
# BIO3: Eyring ion-channel permeation with thermal and electrolyte linkage A monovalent cation channel ($z = +1$) is modeled by an Eyring two-barrier, one-binding-site free-energy profile spanning fractional electrical distance $x \in [0, 1]$ from the extracellular side ($x = 0$) to the intracellular side ($x = 1$), w...
{"task_id": "BIO3", "title": "Eyring ion-channel permeation with thermal and electrolyte linkage", "category": "Cellular electrophysiology and ion transport", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"type":...
tasks/BIO3
trajectory/BIO3
1
0
1,048,576
BIO4
Biology
Underdominant-inversion traveling waves with viscoelastic and homeostatic coupling
Population genetics and evolutionary dynamics
# BIO4: Underdominant-inversion traveling waves with viscoelastic and homeostatic coupling A chromosomal inversion that is deleterious in karyotypic heterozygotes (selection reduction $s_u = 0.03$) but advantageous in inversion homozygotes (selection advantage $s_b = 0.09$) spreads across a 1D habitat with dispersal d...
{"task_id": "BIO4", "title": "Underdominant-inversion traveling waves with viscoelastic and homeostatic coupling", "category": "Population genetics and evolutionary dynamics", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_...
tasks/BIO4
trajectory/BIO4
1
0
1,048,576
BIO5
Biology
Soil nitrification–denitrification with crowding and mass-transfer coupling
Ecological biogeochemistry and nutrient cycling
# BIO5: Soil nitrification–denitrification with crowding and mass-transfer coupling In a hypoxic soil aggregate at dissolved oxygen concentration $[\text{O}_2] = 15.0\text{ }\mu\text{M}$, aerobic nitrification produces nitrate ($\text{NO}_3^-$) at rate $R_{\text{nit}} = V_{\text{nit}}[\text{O}_2]/(K_{O,\text{nit}} + [...
{"task_id": "BIO5", "title": "Soil nitrification–denitrification with crowding and mass-transfer coupling", "category": "Ecological biogeochemistry and nutrient cycling", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schem...
tasks/BIO5
trajectory/BIO5
1
1
1,048,576
CHEM1
Chemistry
Electrochemical impedance with coupled conformational equilibrium
Electrochemistry / impedance spectroscopy
# CHEM1 ## Problem Specification Electrochemical impedance spectroscopy (EIS) is recorded at the equilibrium potential ($E = E^{0\prime}$, $T = 298.15\text{ K}$) on a planar electrode of area $A = 0.2000\text{ cm}^2$ with uncompensated solution resistance $R_s = 18.00\,\Omega$ and double-layer capacitance $C_{\text{d...
{"task_id": "CHEM1", "input_type": "self-contained numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "CHEM1", "numeric_fields": ["charge_transfer_resistance_ohm", "rc_characteristic_omega_rad_s",...
tasks/CHEM1
trajectory/CHEM1
2
1
1,048,576
CHEM2
Chemistry
Polyelectrolyte hydrogel swelling and nonlinear mechanics
Polymer / soft-matter thermodynamics
# CHEM2 ## Problem Specification An ionic tetrafunctional polyelectrolyte hydrogel network crosslinked in the dry reference state ($\phi_{2,0} = 1$) has dry polymer density $\rho_2 = 1.150\text{ g cm}^{-3}$ and number-average molar mass between crosslinks $M_c = 8500.0\text{ g mol}^{-1}$ (active elastic chain density...
{"task_id": "CHEM2", "input_type": "self-contained numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "CHEM2", "numeric_fields": ["equilibrium_polymer_volume_fraction", "chi_integrated_swelling_ra...
tasks/CHEM2
trajectory/CHEM2
2
1
1,048,576
CHEM3
Chemistry
Radical-cation Hückel molecular-orbital analysis
Theoretical / quantum chemistry
# CHEM3 ## Problem Specification The planar 13-azaphenalenyl radical cation ($\text{C}_{12}\text{NH}_9^{\bullet +}$, point group $D_{3h}$, $13\text{ }\pi$ electrons) consists of three ortho- and peri-fused six-membered rings sharing a central trivalent nitrogen atom ($\text{N}_{13}$, contributing two $\pi$ electrons ...
{"task_id": "CHEM3", "input_type": "self-contained numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "CHEM3", "numeric_fields": ["total_pi_energy_beta", "delocalization_energy_beta", "somo_huckel...
tasks/CHEM3
trajectory/CHEM3
2
0
1,048,576
CHEM4
Chemistry
Wilkinson-catalyzed hydrogenation microkinetics
Organometallic catalysis / reaction kinetics
# CHEM4 ## Problem Specification Homogeneous hydrogenation of a macrocyclic alkene by Wilkinson's catalyst ($\text{L} = \text{PPh}_3$) at $T = 298.15\text{ K}$ proceeds via four coupled steps, where the substrate exists in rapid conformational pre-equilibrium in solution at total analytical concentration $C_{\text{al...
{"task_id": "CHEM4", "input_type": "self-contained numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "CHEM4", "numeric_fields": ["dihydride_catalyst_fraction_fc3", "resting_state_fraction_fc1", "...
tasks/CHEM4
trajectory/CHEM4
2
0
1,048,576
CHEM5
Chemistry
Non-ideal ammonia synthesis using a cubic equation of state
Thermodynamics / reaction equilibrium
# CHEM5 ## Problem Specification A stoichiometric feed of $1\text{ mol N}_2$ and $3\text{ mol H}_2$ reacts to equilibrium at $T = 700.0\text{ K}$: $$\text{N}_2(g) + 3\,\text{H}_2(g) \rightleftharpoons 2\,\text{NH}_3(g)$$ At the reference temperature $T_{\text{ref}} = 298.15\text{ K}$ ($P^\circ = 1\text{ bar}$), the s...
{"task_id": "CHEM5", "input_type": "self-contained numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "CHEM5", "numeric_fields": ["equilibrium_constant_ka_700k", "nh3_pure_fugacity_coeff_300bar", ...
tasks/CHEM5
trajectory/CHEM5
2
0
1,048,576
EARTH1
Earth science
Inverse Dieterich–Ruina Nonlinear Phase-Plane Excursion, Hopf Bifurcation, and Rebound Peak
Earthquake physics / rate-and-state fault dynamics
# EARTH1 — Inverse Dieterich–Ruina Nonlinear Phase-Plane Excursion, Hopf Bifurcation, and Rebound Peak - **Problem ID**: `EARTH1` - **Domain**: Earthquake Physics & Fault Mechanics ## 1. Physical System & Regime A velocity-weakening fault patch under effective normal stress $\sigma_n' = 85.0\text{ MPa}$ obeys the **...
{"task_id": "EARTH1", "input_type": "self-contained advanced Earth science numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "EARTH1", "numeric_fields": ["critical_hopf_stiffness_GPa_m", "margina...
tasks/EARTH1
trajectory/EARTH1
1
1
1,048,576
EARTH2
Earth science
Inverse Variable-Conductivity Anisotropic Porous Thermal Convection Sturm–Liouville BVP
Geothermal convection / porous-media stability
# EARTH2 — Inverse Variable-Conductivity Anisotropic Porous Thermal Convection Sturm–Liouville BVP - **Problem ID**: `EARTH2` - **Domain**: Geothermal Reservoir Engineering & Hydrothermal Convection ## 1. Physical System & Regime A horizontal fluid-saturated geothermal porous reservoir of thickness $H = 1645.0\text{...
{"task_id": "EARTH2", "input_type": "self-contained advanced Earth science numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "EARTH2", "numeric_fields": ["critical_basal_rayleigh_darcy_number", "...
tasks/EARTH2
trajectory/EARTH2
1
0
1,048,576
EARTH3
Earth science
Antarctic Ice-Shelf Firn-Aquifer Meltwater Percolation & Hydrofracture BVP
Glaciology / Antarctic ice-shelf hydrofracture
# EARTH3 — Antarctic Ice-Shelf Firn-Aquifer Meltwater Percolation & Hydrofracture BVP - **Problem ID**: `EARTH3` - **Domain**: Glaciology & Ice-Shelf Fracture Mechanics ## 1. Physical System & Regime A steady-state 1-D warm-summer ice-shelf perennial firn aquifer downward meltwater finger percolation, latent-heat re...
{"task_id": "EARTH3", "input_type": "self-contained advanced Earth science numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "EARTH3", "numeric_fields": ["J_melt_top", "J_slab_base", "I_slab", "l...
tasks/EARTH3
trajectory/EARTH3
1
0
1,048,576
EARTH4
Earth science
Hydrothermal-to-Abyssal Dissolved Iron Organic-Siderophore Stabilization BVP
Chemical oceanography / marine iron cycling
# EARTH4 — Hydrothermal-to-Abyssal Dissolved Iron Organic-Siderophore Stabilization BVP - **Problem ID**: `EARTH4` - **Domain**: Chemical Oceanography & Trace Metal Cycling ## 1. Physical System & Regime A steady-state 1-D abyssal ocean benthic nepheloid layer dissolved $\text{Fe(III)}$ competition between irreversi...
{"task_id": "EARTH4", "input_type": "self-contained advanced Earth science numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "EARTH4", "numeric_fields": ["J_Fe_benth", "J_FeL_abyss", "I_sid", "la...
tasks/EARTH4
trajectory/EARTH4
1
0
1,048,576
EARTH5
Earth science
Polar Stratospheric Cloud (PSC) Type Ia NAT Denitrification & ClONO2-HCl Activation BVP
Atmospheric chemistry / polar ozone depletion
# EARTH5 — Polar Stratospheric Cloud (PSC) Type Ia NAT Denitrification & ClONO2-HCl Activation BVP - **Problem ID**: `EARTH5` - **Domain**: Stratospheric Chemistry & Polar Ozone Depletion ## 1. Physical System & Regime A steady-state 1-D polar vortex lower-stratospheric nitric acid trihydrate ($\text{NAT}$, $\text{H...
{"task_id": "EARTH5", "input_type": "self-contained advanced Earth science numerical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "EARTH5", "numeric_fields": ["J_ClN_top", "J_nat_base", "I_psc", "lamb...
tasks/EARTH5
trajectory/EARTH5
1
1
1,048,576
ENG1
Engineering
Hartmann-channel ohmic dissipation and microwave-transducer heat flow
Magnetohydrodynamics and liquid-metal cooling
# ENG1: Hartmann-channel ohmic dissipation and microwave-transducer heat flow **Engineering Discipline**: Magnetohydrodynamics & Liquid-Metal Cooling ## Problem Statement An incompressible electrically conducting liquid metal flows steadily between two wide parallel electrically insulating plates located at y equal t...
{"task_id": "ENG1", "title": "Hartmann-channel ohmic dissipation and microwave-transducer heat flow", "category": "Magnetohydrodynamics and liquid-metal cooling", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"ty...
tasks/ENG1
trajectory/ENG1
1
0
1,048,576
ENG2
Engineering
Strip-foundation stress and causal optical-sensor pulse dispersion
Geotechnical mechanics and optical sensing
# ENG2: Strip-foundation stress and causal optical-sensor pulse dispersion **Engineering Discipline**: Geotechnical Mechanics & Elasticity ## Problem Statement A flexible strip footing of full width 2b applies a uniform vertical compressive pressure q over the interval minus b to plus b on the surface of a homogeneou...
{"task_id": "ENG2", "title": "Strip-foundation stress and causal optical-sensor pulse dispersion", "category": "Geotechnical mechanics and optical sensing", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"type": "...
tasks/ENG2
trajectory/ENG2
1
1
1,048,576
ENG3
Engineering
Gaussian source reverse water-filling and coupled quantum ground-state energy
Information theory and signal processing
# ENG3: Gaussian source reverse water-filling and coupled quantum ground-state energy **Engineering Discipline**: Signal Processing, Information Theory & Communications ## Problem Statement A three-dimensional memoryless Gaussian source has independent transform coefficients with standard deviations sigma_1, sigma_2,...
{"task_id": "ENG3", "title": "Gaussian source reverse water-filling and coupled quantum ground-state energy", "category": "Information theory and signal processing", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {...
tasks/ENG3
trajectory/ENG3
1
1
1,048,576
ENG4
Engineering
Control-loop stability and coupled electrostatic–osmotic free energy
Control systems and electrochemical transduction
# ENG4: Control-loop stability and coupled electrostatic–osmotic free energy **Engineering Discipline**: Closed-Loop Servomechanisms, Phase Margin & Loop Dead-Time ## Problem Statement A closed-loop velocity-tracking servomechanism is governed by a canonical second-order open-loop plant scaled by an outer proportiona...
{"task_id": "ENG4", "title": "Control-loop stability and coupled electrostatic–osmotic free energy", "category": "Control systems and electrochemical transduction", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"...
tasks/ENG4
trajectory/ENG4
1
0
1,048,576
ENG5
Engineering
Fixed-bed adsorption breakthrough and Pockels-waveguide pulse propagation
Chemical process engineering and electro-optics
# ENG5: Fixed-bed adsorption breakthrough and Pockels-waveguide pulse propagation **Engineering Discipline**: Chemical & Process Engineering ## 1. Physical System & Modeling Specification An initially clean fixed-bed adsorber of length L_bed, bed voidage eps_b, and adsorbent particle density rho_p is fed at superfici...
{"task_id": "ENG5", "title": "Fixed-bed adsorption breakthrough and Pockels-waveguide pulse propagation", "category": "Chemical process engineering and electro-optics", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema"...
tasks/ENG5
trajectory/ENG5
1
0
1,048,576
MATH1
Mathematics
Frobenius Slopes and Hasse-Witt Invariants of a Genus 2 Curve over $\mathbb{F}_7$
Algebraic geometry / arithmetic curves
# Frobenius Slopes and Hasse-Witt Invariants of a Genus 2 Curve over $\mathbb{F}_7$ Consider the smooth projective genus $g=2$ hyperelliptic curve $C$ defined over $\mathbb{F}_p$ with $p=7$ by the affine equation: $$y^2 = x^5 + 2x^3 + 3x + 1$$ Let $J(C)$ be the Jacobian of $C$, and let $\text{Frob}$ denote the geometr...
{"task_id": "MATH1", "input_type": "self-contained advanced mathematical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "MATH1", "required_fields": ["frobenius_traces", "char_poly_coeffs", "newton_slope...
tasks/MATH1
trajectory/MATH1
3
1
1,048,576
MATH2
Mathematics
Radial Equilibria and Non-Homogeneous Annular Deformations for Polyconvex Hyperelasticity
Partial differential equations / nonlinear elasticity
# Radial Equilibria and Non-Homogeneous Annular Deformations for Polyconvex Hyperelasticity Let $\Omega \subset \mathbb{R}^2$ be a two-dimensional isotropic hyperelastic body undergoing a radial deformation $\mathbf{u}: \Omega \to \mathbb{R}^2$ given in polar coordinates $(r, \theta)$ by $$\mathbf{u}(r, \theta) = \big...
{"task_id": "MATH2", "input_type": "self-contained advanced mathematical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "MATH2", "required_fields": ["total_energy_at_2", "natural_state_lambda", "ivp_out...
tasks/MATH2
trajectory/MATH2
3
1
1,048,576
MATH3
Mathematics
Normalized Expected Sum of Singular Values of Gaussian Matrices
Probability / random matrix theory
# Normalized Expected Sum of Singular Values of Gaussian Matrices Let $\mathbb{K} \in \{\mathbb{R}, \mathbb{C}\}$ and let $d \ge 1$ be an integer. Consider a $d \times d$ random matrix $G_{\mathbb{K}}$ with independent and identically distributed entries of mean $0$ and variance $1/d$: - For $\mathbb{K} = \mathbb{R}$,...
{"task_id": "MATH3", "input_type": "self-contained advanced mathematical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "MATH3", "required_fields": ["complex_alpha_d1", "complex_alpha_d2", "complex_alph...
tasks/MATH3
trajectory/MATH3
3
1
1,048,576
MATH4
Mathematics
Analytic Invariants of the Normalized Ramanujan Delta L-Function
Analytic number theory / modular forms
# Analytic Invariants of the Normalized Ramanujan Delta L-Function Let $\Delta(z) = q \prod_{n=1}^\infty (1 - q^n)^{24} = \sum_{n=1}^\infty \tau(n) q^n$ ($q = e^{2\pi i z}$) be the weight-$12$ modular discriminant cusp form with Ramanujan tau coefficients $\tau(n)$. Its unnormalized $L$-function is $L(s, \Delta) = \su...
{"task_id": "MATH4", "input_type": "self-contained advanced mathematical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "MATH4", "required_fields": ["normalized_tau_7", "von_mangoldt_lambda_4", "analyti...
tasks/MATH4
trajectory/MATH4
3
1
1,048,576
MATH5
Mathematics
Determinant, Signature, and Cyclotomic Tristram-Levine Invariants of Pretzel Knots
Topology / knot invariants
# Determinant, Signature, and Cyclotomic Tristram-Levine Invariants of Pretzel Knots Let $P(p_1, p_2, \dots, p_m)$ denote the standard $m$-strand pretzel link with odd integer twist parameters $p_1, \dots, p_m$ and an odd number of strands $m \ge 3$, which is a single-component knot. Orient $P(p_1, \dots, p_m)$ so tha...
{"task_id": "MATH5", "input_type": "self-contained advanced mathematical problem", "inputs_embedded_in_instruction": true, "instruction_file": "instruction.md", "submission_filename": "candidate.json", "submission_schema": {"problem_id": "MATH5", "required_fields": ["knot_determinant", "knot_signature", "tristram_levin...
tasks/MATH5
trajectory/MATH5
3
1
1,048,576
MED1
Medicine
Womersley blood flow coupled to a three-element Windkessel
Cardiovascular hemodynamics
# MED1: Womersley blood flow coupled to a three-element Windkessel - **Problem ID:** `MED1` - **Domain:** cardiology_vascular ## Problem Specification Incompressible Newtonian blood (`blood_density_kg_m3`, `blood_viscosity_mpa_s`) flows through a rigid axisymmetric circular arterial segment of radius `vessel_radius_m...
{"task_id": "MED1", "title": "Womersley blood flow coupled to a three-element Windkessel", "category": "Cardiovascular hemodynamics", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"type": "object", "properties": ...
tasks/MED1
trajectory/MED1
1
0
1,048,576
MED2
Medicine
Glomerular ultrafiltration with tubuloglomerular feedback and protein transport
Renal physiology
# MED2: Glomerular ultrafiltration with tubuloglomerular feedback and protein transport - **Problem ID:** `MED2` - **Domain:** nephrology_urology ## Problem Specification Glomerular blood is supplied from a renal arterial manifold at pressure `renal_arterial_pressure_pra_mmhg` (mmHg) and enters the capillary tuft at ...
{"task_id": "MED2", "title": "Glomerular ultrafiltration with tubuloglomerular feedback and protein transport", "category": "Renal physiology", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"type": "object", "pro...
tasks/MED2
trajectory/MED2
1
1
1,048,576
MED3
Medicine
Two-hit retinoblastoma, mosaic selection, and sequencing-biased genetic risk
Cancer genetics and Bayesian risk modeling
# MED3: Two-hit retinoblastoma, mosaic selection, and sequencing-biased genetic risk - **Problem ID:** `MED3` - **Domain:** oncology_cancer_biology ## Problem Specification Across both eyes, the developing retina arises from `retinal_retinoblast_pool_n` diploid retinoblast precursor lineages (split equally between th...
{"task_id": "MED3", "title": "Two-hit retinoblastoma, mosaic selection, and sequencing-biased genetic risk", "category": "Cancer genetics and Bayesian risk modeling", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": ...
tasks/MED3
trajectory/MED3
1
1
1,048,576
MED4
Medicine
SPGR MRI T1 mapping with field scaling, protein binding, and T2* decay
Medical imaging physics
# MED4: SPGR MRI T1 mapping with field scaling, protein binding, and T2* decay - **Problem ID:** `MED4` - **Domain:** Ophthalmology, Audiology & Medical Imaging Physics — MRI Spoiled Gradient-Echo Ernst Equation and DCE-MRI Relaxometry ## Problem Specification A 3D spoiled gradient-echo (SPGR) DCE-MRI acquisition at ...
{"task_id": "MED4", "title": "SPGR MRI T1 mapping with field scaling, protein binding, and T2* decay", "category": "Medical imaging physics", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"type": "object", "prope...
tasks/MED4
trajectory/MED4
1
0
1,048,576
MED5
Medicine
Non-inferiority trials with constancy drift and crossover correction
Clinical-trial biostatistics
# MED5: Non-inferiority trials with constancy drift and crossover correction - **Problem ID:** `MED5` - **Domain:** Clinical Trial Biostatistics & Epidemiology — Non-Inferiority Trial Fixed-Margin (95-95) and Synthesis Methods ## Problem Specification A non-inferiority clinical trial compares a new test regimen $T$ a...
{"task_id": "MED5", "title": "Non-inferiority trials with constancy drift and crossover correction", "category": "Clinical-trial biostatistics", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"type": "object", "pr...
tasks/MED5
trajectory/MED5
1
0
1,048,576
PHYS1
Physics
Quantum oscillations and polariton wavepacket dispersion
Condensed-matter physics
# PHYS1: Quantum oscillations and polariton wavepacket dispersion A 3D metal at $T = 2.20\text{ K}$ in a magnetic field $B = 8.00\text{ T}$ has an extremal Fermi-surface cross section $A_{\mathrm{ext}} = 4.20\text{ nm}^{-2}$, cyclotron mass $m_c^* = 0.420\,m_e$, effective $g$-factor $g^* = 2.15$, and Dingle temperatur...
{"task_id": "PHYS1", "title": "Quantum oscillations and polariton wavepacket dispersion", "category": "Condensed-matter physics", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"type": "object", "properties": {"pr...
tasks/PHYS1
trajectory/PHYS1
1
1
1,048,576
PHYS2
Physics
Quantum-jump photon statistics and driven-probe heat transport
Quantum optics and open quantum systems
# PHYS2: Quantum-jump photon statistics and driven-probe heat transport A two-level atom prepared in the ground state $|g\rangle$ immediately after a quantum jump at $\tau = 0$ is resonantly driven with Rabi frequency $\Omega = 12.00\;\mu\text{s}^{-1}$ and spontaneous emission rate $\Gamma = 4.00\;\mu\text{s}^{-1}$ ($...
{"task_id": "PHYS2", "title": "Quantum-jump photon statistics and driven-probe heat transport", "category": "Quantum optics and open quantum systems", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"type": "object...
tasks/PHYS2
trajectory/PHYS2
1
1
1,048,576
PHYS3
Physics
Vlasov–Landau plasma damping and driven-probe heat transport
Kinetic plasma physics
# PHYS3: Vlasov–Landau plasma damping and driven-probe heat transport In a collisionless Maxwellian electron plasma with Debye wavenumber parameter $x = k\lambda_D = 0.26$ ($\lambda_D = v_{\mathrm{th}}/\omega_{pe}$), let $w = \omega_r / \omega_{pe}$ and $\zeta = \frac{w}{\sqrt{2}\,x}$, and let $D_+(\zeta) = e^{-\zeta^...
{"task_id": "PHYS3", "title": "Vlasov–Landau plasma damping and driven-probe heat transport", "category": "Kinetic plasma physics", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"type": "object", "properties": {"...
tasks/PHYS3
trajectory/PHYS3
1
0
1,048,576
PHYS4
Physics
Görtler boundary-layer instability and dispersive waveguide pulses
Fluid mechanics and hydrodynamic stability
# PHYS4: Görtler boundary-layer instability and dispersive waveguide pulses A laminar Blasius boundary layer with freestream speed $U_\infty = 24.0\text{ m/s}$ and kinematic viscosity $\nu = 1.50e-05\text{ m}^2/\text{s}$ develops along a concave wall of radius of curvature $R_c = 1.80\text{ m}$. With Blasius momentum ...
{"task_id": "PHYS4", "title": "Görtler boundary-layer instability and dispersive waveguide pulses", "category": "Fluid mechanics and hydrodynamic stability", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"type": ...
tasks/PHYS4
trajectory/PHYS4
1
0
1,048,576
PHYS5
Physics
Relativistic gyroscope precession and dispersive waveguide pulses
General relativity and spin dynamics
# PHYS5: Relativistic gyroscope precession and dispersive waveguide pulses A test gyroscope orbits a rotating central mass in a circular orbit of inclination $i = 60.0^\circ$ (angle between the orbit normal $\hat{\mathbf{n}}$ and the primary spin axis $\hat{\mathbf{J}}$), with dimensionless relativistic compactness $u...
{"task_id": "PHYS5", "title": "Relativistic gyroscope precession and dispersive waveguide pulses", "category": "General relativity and spin dynamics", "instruction_file": "instruction.md", "input_data": "All parameters and equations needed for the task are embedded in instruction.md.", "action_schema": {"type": "object...
tasks/PHYS5
trajectory/PHYS5
1
0
1,048,576