# PRBench Task Configuration # Each paper has one task.yaml that contains ALL task-specific information. # Agent code is fully generic and reads everything from this file. task_id: task_fu_2001 # --- Paper Info --- paper: title: "Classical collisional trajectories as the source of strong-field double ionization of helium in the knee regime" author: "L. B. Fu, J. Liu, J. Chen, S. G. Chen" doi: "10.1103/PhysRevA.63.043416" year: 2001 paper_file: "fu2001.md" # relative to task dir # --- Files --- instruction_file: "instruction.md" # what the white agent receives (no ground truth) metadata_file: "metadata.md" # ground truth formulas + methodology (for grading) ground_truth_data_dir: "data" # directory with reference CSV files ground_truth_code_dir: "reproduction" # --- Expected Outputs (what the white agent must produce) --- expected_outputs: analysis: - "reproduction/ANALYSIS.md" code: - "reproduction/fig3_knee_structure.py" data: - "data/fig3_knee_structure.csv" # --- Docker Environment --- docker: image: "python:3.11-slim" memory_limit: "4g" timeout: 21600 # 6 hours max (Monte Carlo over 13 intensity points) pip_install: - numpy - scipy - matplotlib # --- Grading Rubric (for model-judge) --- grading: dimensions: - name: "methodology_understanding" weight: 0.20 description: > Does the agent's ANALYSIS.md correctly describe the quasistatic CTMC model, ADK tunneling rate, microcanonical distribution for the inner electron, Kustaanheimo-Stiefel regularization, and ionization classification? Compare against metadata.md. - name: "code_correctness" weight: 0.15 description: > Is the CTMC implementation correct? Check laser field envelope, ADK weight computation, KS regularization, adaptive RK integration, and SI/DI classification based on single-particle energies. - name: "data_accuracy" weight: 0.50 description: > How well does the generated CSV match the ground truth reference data? CTMC is stochastic so allow factor-of-3 relative tolerance on individual points. Key checks: He2+/He+ ratio plateau at ~0.002 for I > 1e15 W/cm2, monotonically increasing DI yield, correct qualitative knee structure. - name: "completeness" weight: 0.15 description: > Is the CSV file, the code file, and the ANALYSIS.md present? Is the data file non-trivial (13 rows, correct column names)? # --- Code-Only Evaluation Mode --- code_only: instruction_suffix: | ## 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 writing correct, complete, and well-structured code Your deliverables are ONLY the analysis document and code files. Do NOT produce any CSV data files. expected_outputs: analysis: - "reproduction/ANALYSIS.md" code: - "reproduction/fig3_knee_structure.py" grading: dimensions: - name: "methodology_understanding" weight: 0.25 description: > Does ANALYSIS.md correctly describe the two-step CTMC model: ADK tunneling (Step 1) and classical trajectory propagation (Step 2)? Are the KS regularization and microcanonical sampling correctly described? - name: "code_correctness" weight: 0.50 description: > Read the code carefully. Check whether the implementation is physically and algorithmically correct: - Total potential: V = -Z/r1 - Z/r2 + 1/|r1-r2| + (r1+r2)·F(t) - Laser field: F(t) = a(t)*F*cos(omega*t) with flat-top + cos^2 ramp - Microcanonical sampling at E2 = -2 a.u. - ADK weight: w = w^(0) * w^(1) where w^(1) has Gaussian transverse factor - KS map: x = u1^2-u2^2-u3^2+u4^2, etc., with dt/ds = r - SI: E1>0 AND E2<0; DI: E1>0 AND E2>0 - Yield: weighted sum DI/all Compare against ground truth formulas in metadata. Flag any bugs. - name: "code_quality" weight: 0.10 description: > Is the code well-structured and readable? Is the CTMC pipeline clearly separated into laser, sampling, propagation, and classification modules? - name: "completeness" weight: 0.15 description: > Are the code file and the ANALYSIS.md present and non-trivial?