sim-datasets / llm-srbench /phys_osc /PO4 /metadata.yaml
ziwenhahaha
[update] add llm-srbench descriptions
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dataset:
name: llm-srbench__phys_osc__PO4
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: [-1.0717662572860718, 1.1546260118484497]
ood_range: [-0.6815366744995117, 0.5948907732963562]
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: [-1.5886174440383911, 1.5613446235656738]
ood_range: [-0.7556802034378051, 1.049873113632202]
description: Velocity at time t
target:
name: dv_dt
type: continuous
train_range: [-2.257596015930176, 2.1576192378997803]
ood_range: [-1.3500444889068604, 1.1879709959030151]
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