sim-datasets / llm-srbench /phys_osc /PO2 /metadata.yaml
ziwenhahaha
[update] add llm-srbench descriptions
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dataset:
name: llm-srbench__phys_osc__PO2
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: [-0.4595103859901428, 1.0]
ood_range: [-2.1229909634712385e-06, 1.728039023873862e-06]
description: Position at time t
- name: t
type: continuous
train_range: [0.0, 35.99919891357422]
ood_range: [36.0072021484375, 40.0]
description: Time
- name: v
type: continuous
train_range: [-1.1410908699035645, 0.5382462739944458]
ood_range: [-3.268611635576235e-06, 3.694039833135321e-06]
description: Velocity at time t
target:
name: dv_dt
type: continuous
train_range: [-1.9798089265823364, 1.202473521232605]
ood_range: [-4.866825292992871e-06, 6.317898169072578e-06]
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