task_id string | title string | authors string | year int64 | doi string | arxiv string | paper_files list | input_files list | instruction string | code_only_instruction_suffix string | expected_outputs unknown | code_only_expected_outputs unknown | docker dict | grading_dimensions list |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
task_bude_2021 | Accelerating simulations of electromagnetic waves in hot, magnetized fusion plasmas | R H S Budé, D Van Eester, J van Dijk, R J E Jaspers and A B Smolders | 2,021 | 10.1088/1361-6587/abd619 | null | [
"Bude2021.md"
] | [] | # Paper Reproduction Task
You are given a plasma physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement electromagnetic wave simulations to reproduce 7 key figures and 1 table.
---
## 1. Article Information
| Field | Value |
|-------|-------|
| **Title** | Accelerating... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the simulations or generate CSV data files
5. Focus on writing correct,... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/plasma.py",
"reproduction/dielectric.py",
"reproduction/solvers.py",
"reproduction/run_sim.py",
"reproduction/fig2_profiles.py",
"reproduction/fig3_4_tensor.py",
"reproduction/fig5_fields.py",
"reproduction/f... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/plasma.py",
"reproduction/dielectric.py",
"reproduction/solvers.py",
"reproduction/run_sim.py",
"reproduction/fig2_profiles.py",
"reproduction/fig3_4_tensor.py",
"reproduction/fig5_fields.py",
"reproduction/f... | {
"image": "python:3.11-slim",
"memory_limit": "8g",
"timeout": 14400,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_davighi_2024 | Topological Portal to the Dark Sector | Joe Davighi, Admir Greljo, Nudžeim Selimović | 2,024 | null | 2401.09528 | [
"Davighi2024.md"
] | [] | # Paper Reproduction Task
You are given a particle physics phenomenology paper to reproduce. Your goal is to read the paper, understand its methodology, and implement numerical computations to reproduce 2 key figures.
---
## 1. Article Information
| Field | Value |
|-------|-------|
| **Title** | Topological Portal... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduce/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduce/`
4. **DO NOT** run the scripts or generate data files
5. Focus on writing correct, complete, and... | {
"analysis": [
"reproduce/ANALYSIS.md"
],
"code": [
"reproduce/fig2_compute.py",
"reproduce/fig4_compute.py"
],
"data": [
"data/fig2.csv",
"data/fig4_relic.csv"
]
} | {
"analysis": [
"reproduce/ANALYSIS.md"
],
"code": [
"reproduce/fig2_compute.py",
"reproduce/fig4_compute.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 7200,
"pip_install": [
"numpy",
"scipy",
"matplotlib",
"mpmath"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.15
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.55
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_dimitrov_2000 | Chirality of Nuclear Rotation | S. Dimitrov, T. Frauendorf, F. Dönau | 2,000 | 10.1103/PhysRevLett.84.5732 | null | [
"3-Dimitrov2000Phys.Rev.Lett.5732.md"
] | [] | # Paper Reproduction Task
You are given a nuclear-structure paper to reproduce. Your goal is to read the paper, understand its TAC methodology, and implement a self-contained Python reproduction for the main `134Pr` benchmark.
---
## 1. Article Information
| Field | Value |
| --- | --- |
| **Title** | Chirality of ... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduce/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduce/`
4. **DO NOT** run the scripts or generate CSV data files
5. Focus on writing correct, complete,... | {
"analysis": [
"reproduce/ANALYSIS.md"
],
"code": [
"reproduce/main.py",
"reproduce/tac3d_python.py",
"reproduce/ws_reference.py"
],
"data": [
"data/pr134_final_reproduction_comparison.csv",
"data/pr134_final_reproduction_metrics.csv",
"data/pr134_table1_angles_j.csv",
"data/p... | {
"analysis": [
"reproduce/ANALYSIS.md"
],
"code": [
"reproduce/main.py",
"reproduce/tac3d_python.py",
"reproduce/ws_reference.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 21600,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.25
},
{
"name": "data_accuracy",
"weight": 0.4
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_dong_2025 | Enhanced nonlinear Hall effect by Cooper pairs near the superconducting phase transition | Zi-Hao Dong, Hui Yang, Yi Zhang | 2,025 | 10.1103/PhysRevB.111.155120 | null | [
"PhysRevB.111.155120.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its content, and implement numerical calculations to reproduce Figure 2.
---
## 1. Article Information
| Field | Value ... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement your computation under `reproduction/` (any language/format)
4. **DO NOT** run the scripts or generate any data files
Your de... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/data.npz"
],
"data": [
"data/data.csv"
]
} | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": []
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 3600,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.15
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.55
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_fu_2001 | Classical collisional trajectories as the source of strong-field double ionization of helium in the knee regime | L. B. Fu, J. Liu, J. Chen, S. G. Chen | 2,001 | 10.1103/PhysRevA.63.043416 | null | [
"fu2001.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement a classical trajectory Monte Carlo (CTMC) simulation to reproduce the key figure showing the "knee" structure in helium double ionization.
---
## 1. Article Information
| F... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the Monte Carlo simulation or generate CSV data files
5. Focus on writi... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/fig3_knee_structure.py"
],
"data": [
"data/fig3_knee_structure.csv"
]
} | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/fig3_knee_structure.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 21600,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_fu_2008 | Energetic-Particle-Induced Geodesic Acoustic Mode | Guoyong Fu | 2,008 | 10.1103/PhysRevLett.101.185002 | null | [
"fu2008.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement a kinetic dispersion relation solver to reproduce 3 key figures (Figure 4, which requires a full global PIC simulation, is explicitly excluded).
---
## 1. Article Informatio... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/` (excluding Figure 4)
4. **DO NOT** run the kinetic dispersion relation simulations or gen... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/kinetic_integrals.py",
"reproduction/dispersion_solver.py",
"reproduction/fig1_compute.py",
"reproduction/fig2_compute.py",
"reproduction/fig3_compute.py"
],
"data": [
"data/fig1_qh.csv",
"data/fig2_roots.csv... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/kinetic_integrals.py",
"reproduction/dispersion_solver.py",
"reproduction/fig1_compute.py",
"reproduction/fig2_compute.py",
"reproduction/fig3_compute.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "8g",
"timeout": 14400,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_fukushima_2004 | Chiral effective model with the Polyakov loop | Kenji Fukushima | 2,004 | 10.1016/j.physletb.2004.04.027 | null | [
"Fukushima.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement a PNJL (Polyakov-loop extended Nambu--Jona-Lasinio) model to reproduce 3 key figures.
---
## 1. Article Information
| Field | Value |
|-------|-------|
| **Title** | Chiral... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the simulation scripts or generate CSV data files
5. Focus on writing c... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/pnjl_model.py",
"reproduction/fig1_pnjl.py",
"reproduction/fig2_pnjl.py",
"reproduction/fig3_pnjl.py"
],
"data": [
"data/fig1_pnjl.csv",
"data/fig2_pnjl.csv",
"data/fig3_pnjl.csv"
]
} | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/pnjl_model.py",
"reproduction/fig1_pnjl.py",
"reproduction/fig2_pnjl.py",
"reproduction/fig3_pnjl.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 7200,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_gralla_2018 | Observational Signature of High Spin at the Event Horizon Telescope | Samuel E. Gralla, Alexandru Lupsasca, Andrew Strominger | 2,018 | 10.1093/mnras/sty039 | null | [
"1710.11112v2.md"
] | [] | # Paper Reproduction Task
You are given a general relativity paper to reproduce. Your goal is to read the paper, understand its methodology, and implement the near-extremal Kerr photon ray-tracing computation to reproduce the brightest-image data in Figure 3.
---
## 1. Article Information
| Field | Va... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement your computation under `reproduction/` (any language/format)
4. **DO NOT** run the scripts or generate CSV data files
5. Focus... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [],
"data": [
"data/beta_0.15.csv",
"data/beta_0.01.csv",
"data/beta_0.001.csv",
"data/f_0.15.csv",
"data/f_0.01.csv",
"data/f_0.001.csv",
"data/g_0.15.csv",
"data/g_0.01.csv",
"data/g_0.001.csv"
]
} | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": []
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 10800,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.2
},
{
"name": "data_accuracy",
"weight": 0.45
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_harris_1989 | Lasers without Inversion: Interference of Lifetime-Broadened Resonances | S. E. Harris | 1,989 | 10.1103/PhysRevLett.62.1033 | null | [
"10_1989_Lasers_Without_Inversion.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and to reproduce 3 key figures.
## 1. Article Information
| Field | Value |
| :------------- | :-------------... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the scripts or generate CSV data files
5. Focus on writing correct, com... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/fig2_compute.py"
],
"data": [
"data/fig2.csv"
]
} | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/fig2_compute.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 10800,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.2
},
{
"name": "data_accuracy",
"weight": 0.45
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_harris_1999 | Nonlinear Optics at Low Light Levels | S. E. Harris and Lene Vestergaard Hau | 1,999 | 10.1103/PhysRevLett.82.4611 | null | [
"harris1999.md"
] | [] |
# Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and reproduce 2 key figures.
---
## 1. Article Information
| Field | Value |
| ------------------- | --------------... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the scripts or generate CSV data files
5. Focus on writing correct, com... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/fig1.py",
"reproduction/fig3.py",
"reproduction/fig4.py"
],
"data": [
"data/fig1_data.csv",
"data/fig3_data.csv",
"data/fig4_data.csv"
]
} | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/fig1.py",
"reproduction/fig3.py",
"reproduction/fig4.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 10800,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_ishikawa_1982 | The glueball mass spectrum in QCD: first results of a lattice Monte Carlo calculation | K. Ishikawa, M. Teper, G. Schierholz | 1,982 | null | [
"ishikawa1982.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement a lattice gauge theory glueball mass calculation to reproduce the key mass results.
---
## 1. Article Information
| Field | Value ... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduce/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduce/`
4. **DO NOT** run the simulation scripts or generate CSV data files
5. Focus on writing correct... | {
"analysis": [
"reproduce/ANALYSIS.md"
],
"code": [
"reproduce/glueball_simulation.py",
"reproduce/fig1_compute.py",
"reproduce/fig2_compute.py",
"reproduce/fig3_compute.py"
],
"data": [
"data/fig1.csv",
"data/fig2.csv",
"data/fig3.csv"
]
} | {
"analysis": [
"reproduce/ANALYSIS.md"
],
"code": [
"reproduce/glueball_simulation.py",
"reproduce/fig1_compute.py",
"reproduce/fig2_compute.py",
"reproduce/fig3_compute.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 21600,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] | |
task_kolb_2003 | Hydrodynamic description of ultrarelativistic heavy-ion collisions | Peter F. Kolb and Ulrich Heinz | 2,003 | nucl-th/0305084v2 | null | [
"P.Kolb2003IdealHydro.md"
] | [
"eosq.dat"
] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement the simulation to reproduce figures.
---
## 1. Article Information
| Field | Value |
|-------|-------|
| **Title** | Hydrodynamic description of ultrarelativistic heavy-ion... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the simulation scripts or generate data files
5. Focus on writing corre... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/hydro_core.py",
"reproduction/eos.py",
"reproduction/glauber.py",
"reproduction/fig2_glauber.py",
"reproduction/fig4_entropy_temp.py",
"reproduction/fig9_eccentricity.py"
],
"data": [
"data/fig2_glauber.csv",... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/hydro_core.py",
"reproduction/eos.py",
"reproduction/glauber.py",
"reproduction/fig2_glauber.py",
"reproduction/fig4_entropy_temp.py",
"reproduction/fig9_eccentricity.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 10800,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_li_2014 | Classical-Quantum Correspondence for Above-Threshold Ionization | Min Li, Ji-Wei Geng, Hong Liu, Yongkai Deng, Chengyin Wu, Liang-You Peng, Qihuang Gong, Yunquan Liu | 2,014 | 10.1103/PhysRevLett.112.113002 | null | [
"qtmc.md"
] | [] | # Paper Reproduction Task: Quantum-Trajectory Monte Carlo Simulation
You are given a physics paper to reproduce. Your goal is to read the paper, understand the Quantum-Trajectory Monte Carlo (QTMC) methodology, and implement a simulation to reproduce the photoelectron momentum distribution (PMD) for xenon atoms in str... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis and all formulas
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the simulation or generate CSV data files
5. Focus on ... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/qtmc_simulation.py"
],
"data": [
"data/fig1d.csv"
]
} | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/qtmc_simulation.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 7200,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_lin_2020 | Bootstraps to Strings: Solving Random Matrix Models with Positivity | Henry W. Lin | 2,020 | arXiv:2002.08387 | null | [
"Lin_2020.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement a bootstrap computation to reproduce 4 key figures.
---
## 1. Article Information
| Field | Value |
|-------|-------|
| **Title** | Bootstraps to Strings: Solving Random Ma... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the scripts or generate CSV data files
5. Focus on writing correct, com... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/matrix_bootstrap.py",
"reproduction/two_matrix_bootstrap.py",
"reproduction/fig1_quartic_bootstrap.py",
"reproduction/fig4_peninsula.py",
"reproduction/fig5_cubic_bootstrap.py",
"reproduction/fig8_two_matrix.py"
],... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/matrix_bootstrap.py",
"reproduction/two_matrix_bootstrap.py",
"reproduction/fig1_quartic_bootstrap.py",
"reproduction/fig4_peninsula.py",
"reproduction/fig5_cubic_bootstrap.py",
"reproduction/fig8_two_matrix.py"
]
... | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 7200,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_liu_2025 | Scattering Entanglement Entropy and Its Implications for Electroweak Phase Transitions | Jia Liu, Masanori Tanaka, Xiao-Ping Wang, Jing-Jun Zhang, Zifan Zheng | 2,025 | arXiv:2505.06001v2 | null | [
"liu2025.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement a numerical computation to reproduce 8 data files corresponding to Figures 3, 4, and 5.
---
## 1. Article Information
| Field | Value |
|-------|-------|
| **Title** | Scat... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis and all formulas
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the scripts or generate CSV data files
5. Focus on wri... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/entanglement_power.py",
"reproduction/fig3_lambda_hS_lambda_S.py",
"reproduction/fig4_mS_lambda_hS.py",
"reproduction/fig5_vh_lambda_hS.py"
],
"data": [
"data/fig3_N2_mS500_lambda_hS_lambda_S.csv",
"data/fig3_N4_... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/entanglement_power.py",
"reproduction/fig3_lambda_hS_lambda_S.py",
"reproduction/fig4_mS_lambda_hS.py",
"reproduction/fig5_vh_lambda_hS.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 3600,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_luscher_1991 | Signatures of unstable particles in finite volume | Martin Luscher | 1,991 | 10.1016/0550-3213(91)90584-K | null | [
"luscher1991.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement the Lüscher finite-volume quantization condition to reproduce 2 key figures.
---
## 1. Article Information
| Field | Value ... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduce/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduce/`
4. **DO NOT** run the scripts or generate CSV data files
5. Focus on writing correct, complete,... | {
"analysis": [
"reproduce/ANALYSIS.md"
],
"code": [
"reproduce/zeta_functions.py",
"reproduce/luscher_quantization.py",
"reproduce/reproduce_figures_final.py",
"reproduce/fig1_compute.py",
"reproduce/fig2_compute.py"
],
"data": [
"data/fig1.csv",
"data/fig2.csv"
]
} | {
"analysis": [
"reproduce/ANALYSIS.md"
],
"code": [
"reproduce/zeta_functions.py",
"reproduce/luscher_quantization.py",
"reproduce/reproduce_figures_final.py",
"reproduce/fig1_compute.py",
"reproduce/fig2_compute.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "2g",
"timeout": 3600,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_monmayrant_2010 | A newcomer's guide to ultrashort pulse shaping and characterization | Antoine Monmayrant, Sébastien Weber, Béatrice Chatel | 2,010 | 10.1088/0953-4075/43/10/103001 | null | [
"Monmayrant_2010.md"
] | [] | # Reproduction Instructions for AI Agent
Reproduce **Figure 3: Pulse Shaping Gallery** from the paper:
- **Title**: A newcomer's guide to ultrashort pulse shaping and characterization
- **Authors**: Antoine Monmayrant, Sébastien Weber, Béatrice Chatel
- **DOI**: 10.1088/0953-4075/43/10/103001
- **Journal**: J. Phys. B... | ## Code-Only Mode
Write the code to reproduce Figure 3 and export the data files.
DO NOT run the simulation or generate the actual CSV files.
| {
"code": [
"reproduction/fig3.py"
],
"data": [
"data/spectral_data.csv",
"data/temporal_data.csv",
"data/pulse_features.csv"
]
} | {
"code": [
"reproduction/fig3.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "2g",
"timeout": 1800,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.2
},
{
"name": "data_accuracy",
"weight": 0.4
},
{
"name": "completeness",
"weight": 0.2
}
] |
task_parke_1986 | Amplitude for n-Gluon Scattering | Stephen J. Parke and T. R. Taylor | 1,986 | 10.1103/PhysRevLett.56.2459 | null | [
"parke_1986.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement a computation to reproduce the 5-gluon scattering amplitude results.
---
## 1. Article Information
| Field | Value ... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the computation scripts or generate data files
5. Focus on writing corr... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/FeynmanRules.wl",
"reproduction/ColorAlgebra.wl",
"reproduction/Kinematics.wl",
"reproduction/SpinorHelicity.wl",
"reproduction/Amplitude5g.wl",
"reproduction/ComputeAmplitude.wl",
"reproduction/EvaluateDdim.wl",... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/FeynmanRules.wl",
"reproduction/ColorAlgebra.wl",
"reproduction/Kinematics.wl",
"reproduction/SpinorHelicity.wl",
"reproduction/Amplitude5g.wl",
"reproduction/ComputeAmplitude.wl",
"reproduction/EvaluateDdim.wl",... | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 10800,
"pip_install": [
"numpy",
"scipy",
"matplotlib",
"sympy"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.2
},
{
"name": "data_accuracy",
"weight": 0.45
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_ratti_2006 | Phases of QCD: Lattice thermodynamics and a field theoretical model | Claudia Ratti, Michael A. Thaler, Wolfram Weise | 2,006 | 10.1103/PhysRevD.73.014019 | null | [
"Ratti.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement a PNJL (Polyakov-loop extended Nambu--Jona-Lasinio) model to reproduce 10 key figures.
---
## 1. Article Information
| Field | Value |
|-------|-------|
| **Title** | Phase... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the scripts or generate data files
5. Focus on writing correct, complet... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/pnjl_model.py",
"reproduction/fig1_2_3_pure_gauge.py",
"reproduction/fig4_5_6_order_parameters.py",
"reproduction/fig7_10_eos.py"
],
"data": []
} | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/pnjl_model.py",
"reproduction/fig1_2_3_pure_gauge.py",
"reproduction/fig4_5_6_order_parameters.py",
"reproduction/fig7_10_eos.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 7200,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_roothaan_1960 | Self-Consistent Field Theory for Atomic Systems | Clemens C. J. Roothaan | 1,960 | 10.1103/RevModPhys.32.186 | null | [
"SCF theory.md",
"SCF example.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement a Self-Consistent Field (SCF) solver to reproduce tables and wave functions for atomic systems.
---
## 1. Article Information
| Field | Value |
|-------|-------|
| **Title*... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the papers
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the SCF computations or generate CSV data files
5. Focus on writing co... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/scf_solver.py",
"reproduction/table_ii_li_plus.py",
"reproduction/table_iii_li.py",
"reproduction/table_iv_li_minus.py",
"reproduction/table_v_compromise.py",
"reproduction/table_vii_li_wavefunction.py",
"reprodu... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/scf_solver.py",
"reproduction/table_ii_li_plus.py",
"reproduction/table_iii_li.py",
"reproduction/table_iv_li_minus.py",
"reproduction/table_v_compromise.py",
"reproduction/table_vii_li_wavefunction.py",
"reprodu... | {
"image": "python:3.11-slim",
"memory_limit": "2g",
"timeout": 3600,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_rosenbluth_1998 | Poloidal Flow Driven by Ion-Temperature-Gradient Turbulence in Tokamaks | M. N. Rosenbluth, F. L. Hinton | 1,998 | 10.1103/PhysRevLett.80.724 | null | [
"rosenbluth_1998.md"
] | [] | # Paper Reproduction Task
You are given a landmark theoretical physics paper to reproduce. Your goal is to read the paper, thoroughly understand its gyrokinetic methodology, and write a script to numerically evaluate the exact phase-space integrals that yield its famous residual flow coefficient.
---
## 1. Article I... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement the numerical integration script `reproduction/compute_rh_factor.py`
4. **DO NOT** execute the script to print outputs
5. Focu... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/compute_rh_factor.py"
],
"data": [
"data/results.csv"
]
} | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/compute_rh_factor.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 1800,
"pip_install": [
"numpy",
"scipy"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.35
},
{
"name": "numerical_accuracy",
"weight": 0.35
},
{
"name": "code_correctness",
"weight": 0.2
},
{
"name": "completeness",
"weight": 0.1
}
] |
task_shvetsov_2016 | Semiclassical two-step model for strong-field ionization | N. I. Shvetsov-Shilovski et al. | 2,016 | 10.1103/PhysRevA.94.013415 | null | [
"shvetsov2016.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement a semiclassical two-step model for strong-field ionization to reproduce key figures.
---
## 1. Article Information
| Field | Value |
|-------|-------|
| **Title** | Semicla... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the scripts or generate CSV data files
5. Focus on writing correct, com... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/scts_core.py",
"reproduction/fig1_momentum_distribution.py",
"reproduction/fig2_lowenergy_momentum.py",
"reproduction/fig4_energy_spectrum.py",
"reproduction/fig4_angular_distribution.py",
"reproduction/fig6_sfa_mome... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/scts_core.py",
"reproduction/fig1_momentum_distribution.py",
"reproduction/fig2_lowenergy_momentum.py",
"reproduction/fig4_energy_spectrum.py",
"reproduction/fig4_angular_distribution.py",
"reproduction/fig6_sfa_mome... | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 10800,
"pip_install": [
"numpy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_vautherin_1972 | Hartree-Fock Calculations with Skyrme's Interaction. I. Spherical Nuclei | D. Vautherin and D. M. Brink | 1,972 | 10.1103/PhysRevC.5.626 | null | [
"Vautherin1972Phys.Rev.C626.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement a Skyrme-Hartree-Fock (HF) code to reproduce ground-state properties of spherical nuclei.
---
## 1. Article Information
| Field | Value |
|-------|-------|
| **Title** | Ha... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the Skyrme-HF computations or generate CSV data files
5. Focus on writi... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/constants.py",
"reproduction/grid.py",
"reproduction/orbitals.py",
"reproduction/densities.py",
"reproduction/meanfields.py",
"reproduction/solver.py",
"reproduction/scf.py",
"reproduction/main.py"
],
"da... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/constants.py",
"reproduction/grid.py",
"reproduction/orbitals.py",
"reproduction/densities.py",
"reproduction/meanfields.py",
"reproduction/solver.py",
"reproduction/scf.py",
"reproduction/main.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "2g",
"timeout": 10800,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_wang_2015 | Quantum Computation under Micromotion in a Planar Ion Crystal | S.-T. Wang, C. Shen, L.-M. Duan | 2,015 | 10.1038/srep08555 | null | [
"MicroOf2DTrap.md"
] | [] | # Reproduction Instructions for AI Agent
This document provides complete instructions for an AI agent to reproduce all figures from the referenced physics paper.
**Note**: The paper contains figures as images. These image files are available at `/workspace/_paper_images/` (JPEG files like `_page_*.jpeg`). You can rea... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the scripts or generate CSV data files
5. Focus on writing correct, com... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/GateOfLinearTrap.py",
"reproduction/Balance_place_of_ions.py",
"reproduction/normal_frequancy.py",
"reproduction/Raman_Segments.py"
],
"data": [
"data/Balance_place_of_ions.csv",
"data/normal_frequancy.csv",
... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/GateOfLinearTrap.py",
"reproduction/Balance_place_of_ions.py",
"reproduction/normal_frequancy.py",
"reproduction/Raman_Segments.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 10800,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.15
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.55
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_white_1993 | Density-matrix algorithms for quantum renormalization groups | Steven R. White | 1,993 | 10.1103/PhysRevB.48.10345 | null | [
"white1993.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement a DMRG simulation to reproduce 7 key figures.
---
## 1. Article Information
| Field | Value |
| -------... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the DMRG simulations or generate CSV data files
5. Focus on writing cor... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/operators.py",
"reproduction/block.py",
"reproduction/superblock.py",
"reproduction/dmrg_infinite.py",
"reproduction/dmrg_finite.py",
"reproduction/fig2_compute.py",
"reproduction/fig3_compute.py",
"reproduct... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/operators.py",
"reproduction/block.py",
"reproduction/superblock.py",
"reproduction/dmrg_infinite.py",
"reproduction/dmrg_finite.py",
"reproduction/fig2_compute.py",
"reproduction/fig3_compute.py",
"reproduct... | {
"image": "python:3.11-slim",
"memory_limit": "8g",
"timeout": 14400,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_wu_2013 | Time-domain Perspective on Autler-Townes Splitting in Attosecond Transient Absorption | Mengxi Wu, Shaohao Chen, Mette B. Gaarde, Kenneth J. Schafer | 2,013 | 10.1103/PhysRevA.88.043416 | null | [
"wu2013.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand its methodology, select an appropriate numerical algorithm, write the code, and reproduce Figure 3 (a) through numerical simulation.
---
## 1. Article Information
| Field | Value ... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduce/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduce/`
4. **DO NOT** run the scripts or generate CSV data files
5. Focus on writing correct, complete,... | {
"analysis": [
"reproduce/ANALYSIS.md"
],
"code": [
"reproduce/simulate_fig3a.py",
"reproduce/plot_fig3a.py"
],
"data": [
"data/fig3a.csv"
]
} | {
"analysis": [
"reproduce/ANALYSIS.md"
],
"code": [
"reproduce/simulate_fig3a.py",
"reproduce/plot_fig3a.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 10800,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_wu_2018 | Noise analysis for high-fidelity quantum entangling gates in an anharmonic linear Paul trap | Yukai Wu, Sheng-Tao Wang, L.-M. Duan | 2,018 | 10.1103/PhysRevA.97.062325 | null | [
"GateOfLinearTrap.md"
] | [] | # Reproduction Instructions for AI Agent
This document provides complete instructions for an AI agent to reproduce all figures from the referenced physics paper.
**Note**: The paper contains figures as images. These image files are available at `/workspace/_paper_images/images1/` (JPEG files). You can read them using... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the scripts or generate CSV data files
5. Focus on writing correct, com... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/GateOfLinearTrap.py",
"reproduction/Balance_place_of_ions.py",
"reproduction/normal_frequancy.py",
"reproduction/infidelity_of_mu.py",
"reproduction/Raman_Segments.py"
],
"data": [
"data/Balance_place_of_ions.csv... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/GateOfLinearTrap.py",
"reproduction/Balance_place_of_ions.py",
"reproduction/normal_frequancy.py",
"reproduction/infidelity_of_mu.py",
"reproduction/Raman_Segments.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 10800,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.15
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.55
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_wu_2021 | High-fidelity entangling gates in a three-dimensional ion crystal under micromotion | Y.-K. Wu, Z.-D. Liu, W.-D. Zhao, L.-M. Duan | 2,021 | 10.1103/PhysRevA.103.022419 | null | [
"GateOf2D.md"
] | [] | # Reproduction Instructions for AI Agent
This document provides complete instructions for an AI agent to reproduce all figures from the referenced physics paper.
**Note**: The paper contains figures as images. These image files are available at `/workspace/_paper_images/` (JPEG files like `_page_*.jpeg`). You can rea... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the scripts or generate CSV data files
5. Focus on writing correct, com... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/GateOfLinearTrap.py",
"reproduction/Balance_place_of_ions.py",
"reproduction/normal_frequancy.py",
"reproduction/infidelity_of_mu.py",
"reproduction/Raman_Segments.py"
],
"data": [
"data/Balance_place_of_ions.csv... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/GateOfLinearTrap.py",
"reproduction/Balance_place_of_ions.py",
"reproduction/normal_frequancy.py",
"reproduction/infidelity_of_mu.py",
"reproduction/Raman_Segments.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 10800,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.15
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.55
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_xie_2025 | Developing a linear fluid plasma model with accurate kinetic Bernstein waves: A first step | Huasheng Xie | 2,025 | 10.1063/5.0274495 | null | [
"Xie2025.md"
] | [] | # Paper Reproduction Task
You are given a physics paper to reproduce. Your goal is to read the paper, understand the target outputs, and implement the linear fluid plasma calculations needed to reproduce the required Xie (2025) figures.
---
## 1. Article Information
| Field | Value |
|-------|-------|
| **Title** |... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduce/ANALYSIS.md`
3. Implement all required code files under `reproduce/`
4. **DO NOT** run the scripts or generate CSV data files
5. Do not provide external implementation methodology inform... | {
"analysis": [
"reproduce/ANALYSIS.md"
],
"code": [
"reproduce/params_loader.py",
"reproduce/fluid_matrix.py",
"reproduce/solver.py",
"reproduce/plot_dispersion.py",
"reproduce/fig3_compute.py",
"reproduce/fig4_compute.py"
],
"data": [
"data/fig3.csv",
"data/fig3_scatter.c... | {
"analysis": [
"reproduce/ANALYSIS.md"
],
"code": [
"reproduce/params_loader.py",
"reproduce/fluid_matrix.py",
"reproduce/solver.py",
"reproduce/plot_dispersion.py",
"reproduce/fig3_compute.py",
"reproduce/fig4_compute.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "2g",
"timeout": 3600,
"pip_install": [
"numpy",
"scipy",
"matplotlib",
"pandas"
]
} | [
{
"name": "instruction_following",
"weight": 0.15
},
{
"name": "code_correctness",
"weight": 0.25
},
{
"name": "data_accuracy",
"weight": 0.45
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_xue_2023 | Generalized Quantum Measurements on a Higher-Dimensional System via Quantum Walks | Peng Xue | 2,023 | 10.1103/PhysRevLett.131.150803 | null | [
"2023PRL.md"
] | [] | # Project: Physics Paper Figure Reproduction
## Role & Core Directives
You are an **Expert Computational Physicist**. Your goal is to deeply understand a paper's theoretical framework and write rigorous, production-grade Python scientific computing code to reproduce 3 key figures.
---
## 1. Article Information
| F... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the scripts or generate CSV data files
| {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/fig3_compute.py",
"reproduction/fig4_compute.py",
"reproduction/fig5_compute.py"
],
"data": [
"data/fig3.csv",
"data/fig4.csv",
"data/fig5.csv"
]
} | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/fig3_compute.py",
"reproduction/fig4_compute.py",
"reproduction/fig5_compute.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "4g",
"timeout": 10800,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.2
},
{
"name": "data_accuracy",
"weight": 0.45
},
{
"name": "completeness",
"weight": 0.15
}
] |
task_yee_1966 | Numerical Solution of Initial Boundary Value Problems Involving Maxwell's Equations in Isotropic Media | Kane S. Yee | 1,966 | 10.1109/TAP.1966.1138693 | null | [
"yee1966.md"
] | [] | # Paper Reproduction Task
You are given a computational electromagnetics paper to reproduce. Your goal is to read the paper, understand its methodology, and implement an FDTD simulation to reproduce key figures.
---
## 1. Article Information
| Field | Value |
|-------|-------|
| **Title** | Numerical Solution of In... | ## IMPORTANT: Code-Only Mode
In this task you are in **code-only mode**. You must:
1. Read and analyze the paper
2. Write `reproduction/ANALYSIS.md` with your methodology analysis
3. Implement ALL code files under `reproduction/`
4. **DO NOT** run the scripts or generate CSV data files
5. Focus on writing correct, com... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/yee1966.py"
],
"data": [
"data/fig3_a.csv",
"data/fig3_b.csv",
"data/fig3_c.csv",
"data/fig3_d.csv",
"data/fig4_a.csv",
"data/fig4_b.csv",
"data/fig4_c.csv",
"data/fig4_d.csv",
"data/fig4_e.csv",
... | {
"analysis": [
"reproduction/ANALYSIS.md"
],
"code": [
"reproduction/yee1966.py"
]
} | {
"image": "python:3.11-slim",
"memory_limit": "2g",
"timeout": 3600,
"pip_install": [
"numpy",
"scipy",
"matplotlib"
]
} | [
{
"name": "methodology_understanding",
"weight": 0.2
},
{
"name": "code_correctness",
"weight": 0.15
},
{
"name": "data_accuracy",
"weight": 0.5
},
{
"name": "completeness",
"weight": 0.15
}
] |
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