llm-srbench/phys_osc/PO41/metadata.yaml

dataset:
  name: llm-srbench__phys_osc__PO41
  description: null
  splits:
    train:
      file: train.csv
      samples: 3500
      ratio: 7
    valid:
      file: valid.csv
      samples: 500
      ratio: 1
    id_test:
      file: id_test.csv
      samples: 500
      ratio: 1
    ood_test:
      file: ood_test.csv
      samples: 500
      ratio: 1
  ground_truth_formula:
    file: formula.py
  features:
    - name: x
      type: continuous
      train_range: [-0.3869872987270355, 1.0]
      ood_range: [-3.6684563383460045e-05, 9.218420746037737e-05]
      description: Position at time t
    - name: t
      type: continuous
      train_range: [0.0, 35.9911994934082]
      ood_range: [36.0072021484375, 40.0]
      description: Time
    - name: v
      type: continuous
      train_range: [-0.5824286341667175, 0.2620094120502471]
      ood_range: [-7.252521754708141e-05, 0.0001499041827628]
      description: Velocity at time t
  target:
    name: dv_dt
    type: continuous
    train_range: [-0.4295727014541626, 0.3736505508422851]
    ood_range: [-0.0001207307504955, 5.6902397773228586e-05]
    description: Acceleration in Nonl-linear Harmonic Oscillator
  license: MIT
  citation:
    arXiv: 2504.10415
    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
  resources:
    - https://github.com/deep-symbolic-mathematics/llm-srbench
    - https://huggingface.co/datasets/nnheui/llm-srbench