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tasktrove-000b93ec2e9aa0b3c2db9828555f38ecf01563895bf5ebadd8600360bd369f9a | {
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"content": "A colorimetric RT-LAMP assay uses a pH-sensitive dye that turns from pink (pH ~8.0) to yellow (pH ~6.0) as protons are released during nucleotide incorporation. If a viral transport medium contains 10 mM HEPES buffer (pKa = 7.5) and ... | {
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tasktrove-000d7cdd34e818c5d31f5c81721e0766f028d815773f80c05beb4c7f3661e0ed | {
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"content": "Three subpopulations have sizes 400, 300, and 300 diploid individuals. The global allele frequency \\( \\bar{p} \\) is constrained to 0.5. Due to asymmetric gene flow, subpopulation 1 cannot have an allele frequency below 0.7. To max... | {
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tasktrove-0011af80998c273edba8d7870c5d6c24cce83d2b239f196c4228fc5a3854c116 | {
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"content": "In the linear-quadratic model of radiation-induced cell killing, a particular cell line has an α/β ratio of 10 Gy. A single dose of 12 Gy results in a survival fraction of S. If the same total dose is given in two equal fractions, se... | {
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tasktrove-0013a981b80e7f2026fba85d4f10deec81678619ccbcb8356a7cc16cbfdf439f | {
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tasktrove-0014c89c627353ebc1d8adb8f9fd0dade2d738b0bede26b0a1820206f4622a6a | {
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"content": "Consider a particle in one dimension subject to the potential \\( V(x) = \\frac{1}{2} m \\omega^2 x^2 + \\lambda x^4 \\), where \\( \\lambda > 0 \\). A trial wavefunction is chosen as \\( \\psi(x) = \\left( \\frac{2a}{\\pi} \\right)^... | {
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tasktrove-0016c294d52da03558ab1467f1a557ec302867858b89c537788ef9b1e0b5f6ed | {
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tasktrove-0019469def5539929ae25f093394597303a5b49a2f7a257efc97657a5db0507a | {
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tasktrove-0021925f5541d4c600f0c582d0bbbfef3d343d648291dc25001422bdca9e9fdd | {
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"content": "In tomatoes, the gene for fruit color has red (R) dominant over yellow (r), and the gene for fruit shape has round (O) dominant over oval (o). These genes are linked on the same chromosome. A test cross of a heterozygous parent (geno... | {
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tasktrove-0021dc542ea6badb2043633c88639379913c1c3fddf34dd8089ead7c0fce6ab7 | {
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"content": "A calorimeter with negligible heat capacity contains 200 g of water at 20°C. First, 50 g of ice at -10°C is added, followed by 100 g of steam at 100°C. The specific heat of ice is 0.5 cal/g°C, the specific heat of water is 1 cal/g°C,... | {
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tasktrove-0028ce77316f3b4c4630a1197bf074e10d432108be3964a035820dcd077e8891 | {
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"content": "In a stochastic model of gene expression, mRNA molecules are transcribed at a constant rate \\( k_1 = 0.2 \\) min⁻¹. Each mRNA molecule degrades at a constant rate \\( k_2 = 0.05 \\) min⁻¹ per molecule. If the system currently has 3 ... | {
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tasktrove-002aef3c79f8ce4ba45cb5a669fe2269bc1d00834b4ed35860bfd65ab04b45ab | {
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"content": "Consider two events in spacetime: Event A at \\((t_1, x_1, y_1, z_1) = (0, 0, 0, 0)\\) and Event B at \\((t_2, x_2, y_2, z_2) = (5, 3, 4, 0)\\) in units where \\(c = 1\\). What is the nature of the spacetime interval between these tw... | {
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"content": "In a GPCR pathway involving cAMP, each activated receptor catalyzes the exchange of GDP for GTP on 10 Gαₛ proteins per minute. Activated Gαₛ proteins remain GTP-bound for 0.5 minutes and each can bind and activate one adenylate cycla... | {
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"content": "In a Hall effect experiment, a semiconductor sample with thickness \\( d = 0.1 \\text{mm} \\) along the z-axis carries a current \\( I = 1.5 \\text{A} \\) along the x-axis. A uniform magnetic field \\( B = 0.5 \\text{T} \\) is app... | {
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tasktrove-00ed3ea1369dd8bc5bb855b59a741a2df91b6cce8c69186e2a880dfc6b788427 | {
"events": [
{
"type": "message",
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"content": "Consider the Redlich-Kwong equation of state: \\( P = \\frac{RT}{V - b} - \\frac{a}{\\sqrt{T} \\cdot V \\cdot (V + b)} \\), where \\( P \\) is pressure, \\( V \\) is molar volume, \\( T \\) is temperature, \\( R \\) is the gas consta... | {
"capabilities": []
} | {} | [] | text | {
"kind": "mcq",
"parameters_json": "{\"expected\":\"G\",\"options\":10}"
} | {
"dataset": "tasktrove_clean",
"revision": "2026.09.18.3#manifest-sha256=5b8b0337d1473fbf2dd6bc2e682b4c597ca988edcb398e5abcd6f009c3aef75a#parquet-size=2607364326#parquet-etag=\"89983fc8d43cf1fbbfba73092bcf0b56-50\"#parquet-version-id=null",
"row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa... | [
"qa",
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"source_row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa-47dd7e3172d7.tar.gz",
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tasktrove-00edbb98b19babb65ecaf88c94e4bfec47121437a82ca2b5ae323323c35e6b86 | {
"events": [
{
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"content": "In the Finite-Difference Time-Domain (FDTD) method for electromagnetic simulations, consider a Yee cell with spatial discretizations \\(\\Delta x = \\Delta y = \\Delta z = \\delta\\). The Courant stability condition requires the time... | {
"capabilities": []
} | {} | [] | text | {
"kind": "mcq",
"parameters_json": "{\"expected\":\"J\",\"options\":10}"
} | {
"dataset": "tasktrove_clean",
"revision": "2026.09.18.3#manifest-sha256=5b8b0337d1473fbf2dd6bc2e682b4c597ca988edcb398e5abcd6f009c3aef75a#parquet-size=2607364326#parquet-etag=\"89983fc8d43cf1fbbfba73092bcf0b56-50\"#parquet-version-id=null",
"row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa... | [
"qa",
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"source_row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa-fbc17128c872.tar.gz",
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tasktrove-00ee896116cea1bd585668bc788c39e7db0ba7dcb1b9101a4c684afba2c747b7 | {
"events": [
{
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"content": "Using the Routh-Hurwitz criterion, determine the number of roots in the open right-half plane for the polynomial: \\( s^5 + 2s^4 + 4s^3 + 8s^2 + 20s + 10 = 0 \\)\n\nA: 0\nB: 1\nC: 2\nD: 3\nE: 4\nF: 5\nG: 6\nH: Cannot be determined du... | {
"capabilities": []
} | {} | [] | text | {
"kind": "mcq",
"parameters_json": "{\"expected\":\"C\",\"options\":10}"
} | {
"dataset": "tasktrove_clean",
"revision": "2026.09.18.3#manifest-sha256=5b8b0337d1473fbf2dd6bc2e682b4c597ca988edcb398e5abcd6f009c3aef75a#parquet-size=2607364326#parquet-etag=\"89983fc8d43cf1fbbfba73092bcf0b56-50\"#parquet-version-id=null",
"row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa... | [
"qa",
"mcq",
"nemotron"
] | 0.15 | 3 | qa-short-answer | {
"source_row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa-23d6e3a95f02.tar.gz",
"source_row_sha256": null,
"input_file": "tasks/part-00000.parquet",
"input_object_pin": "2026.09.18.3#manifest-sha256=5b8b0337d1473fbf2dd6bc2e682b4c597ca988edcb398e5abcd6f009c3aef75a#parquet-size=2607364326#... |
tasktrove-00effc5622a7d34f93296f73a3134a95492160e31f5e7bd0e66fb255b31625c2 | {
"events": [
{
"type": "message",
"role": "user",
"content": "In linear irreversible thermodynamics, consider a crystal of orthorhombic symmetry. The coupled heat and mass transport are described by:\n \\( \\mathbf{J}_q = \\mathbf{L}_{qq} \\cdot \\mathbf{X}_q + \\mathbf{L}_{qm} \\cdot \\mathbf... | {
"capabilities": []
} | {} | [] | text | {
"kind": "mcq",
"parameters_json": "{\"expected\":\"G\",\"options\":10}"
} | {
"dataset": "tasktrove_clean",
"revision": "2026.09.18.3#manifest-sha256=5b8b0337d1473fbf2dd6bc2e682b4c597ca988edcb398e5abcd6f009c3aef75a#parquet-size=2607364326#parquet-etag=\"89983fc8d43cf1fbbfba73092bcf0b56-50\"#parquet-version-id=null",
"row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa... | [
"qa",
"mcq",
"nemotron"
] | 0.15 | 3 | qa-short-answer | {
"source_row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa-5b2b43ccd510.tar.gz",
"source_row_sha256": null,
"input_file": "tasks/part-00000.parquet",
"input_object_pin": "2026.09.18.3#manifest-sha256=5b8b0337d1473fbf2dd6bc2e682b4c597ca988edcb398e5abcd6f009c3aef75a#parquet-size=2607364326#... |
tasktrove-00f321c083bd69af3c2ff54c889f9c290dfef4d42d646ea54445748e8585bf93 | {
"events": [
{
"type": "message",
"role": "user",
"content": "Consider a dataset of survival times subject to right censoring. The survival time \\( t_i \\) for individual \\( i \\) follows a mixture of two exponential distributions: with probability \\( \\pi_1 \\), it comes from Exponential(\\... | {
"capabilities": []
} | {} | [] | text | {
"kind": "mcq",
"parameters_json": "{\"expected\":\"D\",\"options\":4}"
} | {
"dataset": "tasktrove_clean",
"revision": "2026.09.18.3#manifest-sha256=5b8b0337d1473fbf2dd6bc2e682b4c597ca988edcb398e5abcd6f009c3aef75a#parquet-size=2607364326#parquet-etag=\"89983fc8d43cf1fbbfba73092bcf0b56-50\"#parquet-version-id=null",
"row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa... | [
"qa",
"mcq",
"nemotron"
] | 0.15 | 3 | qa-short-answer | {
"source_row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa-5db82a9c22c2.tar.gz",
"source_row_sha256": null,
"input_file": "tasks/part-00000.parquet",
"input_object_pin": "2026.09.18.3#manifest-sha256=5b8b0337d1473fbf2dd6bc2e682b4c597ca988edcb398e5abcd6f009c3aef75a#parquet-size=2607364326#... |
tasktrove-00f3d855ecac90a517e7c6dc370619f0c9f3b405208f42f8ed73d1ec956d64ed | {
"events": [
{
"type": "message",
"role": "user",
"content": "Consider a Uniswap V2-style ETH/USDT liquidity pool with initial reserves of 10 ETH and 10,000 USDT, implying an initial price of 1 ETH = 1,000 USDT. Alice deposits 1 ETH and 1,000 USDT into the pool, thereby increasing the total res... | {
"capabilities": []
} | {} | [] | text | {
"kind": "mcq",
"parameters_json": "{\"expected\":\"A\",\"options\":4}"
} | {
"dataset": "tasktrove_clean",
"revision": "2026.09.18.3#manifest-sha256=5b8b0337d1473fbf2dd6bc2e682b4c597ca988edcb398e5abcd6f009c3aef75a#parquet-size=2607364326#parquet-etag=\"89983fc8d43cf1fbbfba73092bcf0b56-50\"#parquet-version-id=null",
"row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa... | [
"qa",
"mcq",
"nemotron"
] | 0.15 | 3 | qa-short-answer | {
"source_row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa-d2c141dd3f74.tar.gz",
"source_row_sha256": null,
"input_file": "tasks/part-00000.parquet",
"input_object_pin": "2026.09.18.3#manifest-sha256=5b8b0337d1473fbf2dd6bc2e682b4c597ca988edcb398e5abcd6f009c3aef75a#parquet-size=2607364326#... |
tasktrove-00f415e72329c623884efc938b7170f125c62b99b09a57decb0639ef4ca4974c | {
"events": [
{
"type": "message",
"role": "user",
"content": "A statute provides that “every conveyance in trust to the use of the transferor shall be void as against creditors.” A woman transfers stock into a trust, with her son as trustee and her grandchildren as remainder beneficiaries. She ... | {
"capabilities": []
} | {} | [] | text | {
"kind": "mcq",
"parameters_json": "{\"expected\":\"D\",\"options\":10}"
} | {
"dataset": "tasktrove_clean",
"revision": "2026.09.18.3#manifest-sha256=5b8b0337d1473fbf2dd6bc2e682b4c597ca988edcb398e5abcd6f009c3aef75a#parquet-size=2607364326#parquet-etag=\"89983fc8d43cf1fbbfba73092bcf0b56-50\"#parquet-version-id=null",
"row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa... | [
"qa",
"mcq",
"nemotron"
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"source_row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa-4193bd4362ae.tar.gz",
"source_row_sha256": null,
"input_file": "tasks/part-00000.parquet",
"input_object_pin": "2026.09.18.3#manifest-sha256=5b8b0337d1473fbf2dd6bc2e682b4c597ca988edcb398e5abcd6f009c3aef75a#parquet-size=2607364326#... |
tasktrove-00f9839365ba8021d6d45a3a876f616309ee1c52ecceaa6fd74cfdfe7c8917b2 | {
"events": [
{
"type": "message",
"role": "user",
"content": "Consider the flow of a Bingham plastic fluid in a cylindrical pipe of radius \\( R \\) and length \\( L \\). The fluid has a yield stress \\( \\tau_0 \\) and plastic viscosity \\( \\mu \\). The flow rate \\( Q \\) under a pressure gr... | {
"capabilities": []
} | {} | [] | text | {
"kind": "mcq",
"parameters_json": "{\"expected\":\"J\",\"options\":10}"
} | {
"dataset": "tasktrove_clean",
"revision": "2026.09.18.3#manifest-sha256=5b8b0337d1473fbf2dd6bc2e682b4c597ca988edcb398e5abcd6f009c3aef75a#parquet-size=2607364326#parquet-etag=\"89983fc8d43cf1fbbfba73092bcf0b56-50\"#parquet-version-id=null",
"row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa... | [
"qa",
"mcq",
"nemotron"
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"source_row": "laion__nemotron-gym-knowledge-mcqa-v2:Nemotron-RL-knowledge-mcqa-b3c457983807.tar.gz",
"source_row_sha256": null,
"input_file": "tasks/part-00000.parquet",
"input_object_pin": "2026.09.18.3#manifest-sha256=5b8b0337d1473fbf2dd6bc2e682b4c597ca988edcb398e5abcd6f009c3aef75a#parquet-size=2607364326#... |
End of preview. Expand in Data Studio
TaskCompendium Alpha 1
This demonstration release contains complete accepted TaskSpecs and their actual verifiers, including reference answers or expected state. Runtime agent projection keeps grading material out of model input. Rows place source pins in provenance and omit submission instructions.
workplace/train(train): 1255 rows; NVIDIA Corporation, Nemotron-RL-agent-workplace_assistant, cc-by-4.0; source card atc86a908379e0a361a573c395e175d3c1aa128e6c. Converted source rows to complete tool tasks with canonical expected-state verifiers; source gold action lists were omitted.workplace/validation(validation): 545 rows; NVIDIA Corporation, Nemotron-RL-agent-workplace_assistant, cc-by-4.0; source card atc86a908379e0a361a573c395e175d3c1aa128e6c. Converted source rows to complete tool tasks with canonical expected-state verifiers; source gold action lists were omitted.tasktrove_clean/mcqa(train): 23711 rows; NVIDIA Corporation, nvidia/Nemotron-RL-knowledge-mcqa, cc-by-4.0; source card at5d35ead3ba07abda719b3d24f6f395fee8108efd. Converted accepted source rows to complete answer tasks; the original verifier and reference answer were retained. The source card describes synthetic questions informed by books, articles, and OpenScienceReasoning-2.tasktrove_clean/prism_math(train): 2219 rows; NVIDIA Corporation, nvidia/Nemotron-PrismMath, cc-by-4.0; source card at8a35a0602167ad1f1ec9d6db5e72281e486738a7. Converted accepted source rows to complete answer tasks; the original verifier and reference answer were retained. The source card describes synthetic Qwen-derived math and notes Qwen redistribution conditions.
Rights review: https://github.com/marin-community/marin/pull/9593. Harbor evidence is recorded in manifest.json.
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