Datasets:
metadata
license: apache-2.0
task_categories:
- feature-extraction
language:
- en
tags:
- agent
- code
pretty_name: Instruct2DS
size_categories:
- 100K<n<1M
configs:
- config_name: financial
data_files:
- split: train
path: financial/train-*
- config_name: mlb_pitching
data_files:
- split: train
path: mlb_pitching/train-*
- config_name: nba_player
data_files:
- split: train
path: nba_player/train-*
- config_name: nba_team
data_files:
- split: train
path: nba_team/train-*
- config_name: papers
data_files:
- split: train
path: papers/train-*
dataset_info:
- config_name: financial
features:
- name: symbol
dtype: string
- name: date
dtype: string
- name: open
dtype: float64
- name: high
dtype: float64
- name: low
dtype: float64
- name: close
dtype: float64
- name: volume
dtype: int64
- name: adj_open
dtype: float64
- name: adj_high
dtype: float64
- name: adj_low
dtype: float64
- name: adj_close
dtype: float64
- name: adj_volume
dtype: int64
- name: div_cash
dtype: float64
splits:
- name: train
num_bytes: 133842081
num_examples: 1226153
download_size: 67236100
dataset_size: 133842081
- config_name: mlb_pitching
features:
- name: team_name
dtype: string
- name: team_abbr
dtype: string
- name: year
dtype: int64
- name: w
dtype: int64
- name: l
dtype: int64
- name: era
dtype: float64
- name: g
dtype: int64
- name: gs
dtype: int64
- name: cg
dtype: int64
- name: sho
dtype: int64
- name: sv
dtype: int64
- name: ip
dtype: float64
- name: h
dtype: int64
- name: r
dtype: int64
- name: er
dtype: int64
- name: hr
dtype: int64
- name: hb
dtype: int64
- name: bb
dtype: int64
- name: so
dtype: int64
splits:
- name: train
num_bytes: 502359
num_examples: 3366
download_size: 100934
dataset_size: 502359
- config_name: nba_player
features:
- name: player_name
dtype: string
- name: year
dtype: int64
- name: birthdate
dtype: string
- name: country
dtype: string
- name: height
dtype: string
- name: weight
dtype: float64
- name: draft_year
dtype: string
- name: draft_round
dtype: string
- name: draft_number
dtype: string
- name: team_abbr
dtype: string
- name: gp
dtype: int64
- name: gs
dtype: int64
- name: min
dtype: float64
- name: fgm
dtype: float64
- name: fga
dtype: float64
- name: fg3m
dtype: float64
- name: fg3a
dtype: float64
- name: ftm
dtype: float64
- name: fta
dtype: float64
- name: oreb
dtype: float64
- name: dreb
dtype: float64
- name: reb
dtype: float64
- name: ast
dtype: float64
- name: stl
dtype: float64
- name: blk
dtype: float64
- name: tov
dtype: float64
- name: pf
dtype: float64
- name: pts
dtype: float64
splits:
- name: train
num_bytes: 7516820
num_examples: 30650
download_size: 967456
dataset_size: 7516820
- config_name: nba_team
features:
- name: team_name
dtype: string
- name: team_abbr
dtype: string
- name: year
dtype: int64
- name: gp
dtype: int64
- name: w
dtype: int64
- name: l
dtype: int64
- name: fgm
dtype: float64
- name: fga
dtype: float64
- name: fg3m
dtype: float64
- name: fg3a
dtype: float64
- name: ftm
dtype: float64
- name: fta
dtype: float64
- name: oreb
dtype: float64
- name: dreb
dtype: float64
- name: reb
dtype: float64
- name: ast
dtype: float64
- name: tov
dtype: float64
- name: stl
dtype: float64
- name: blk
dtype: float64
- name: pf
dtype: float64
- name: pts
dtype: float64
splits:
- name: train
num_bytes: 296737
num_examples: 1657
download_size: 89449
dataset_size: 296737
- config_name: papers
features:
- name: conference
dtype: string
- name: abbr
dtype: string
- name: year
dtype: int64
- name: track
dtype: string
- name: title
dtype: string
- name: authors
list: string
- name: abstract
dtype: string
- name: paper_link
dtype: string
- name: bibtex_link
dtype: string
- name: supp_link
dtype: string
splits:
- name: train
num_bytes: 147862193
num_examples: 97269
download_size: 68169620
dataset_size: 147862193
Dataset Card for Dataset Name
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Dataset Details
Dataset Description
- Curated by: [More Information Needed]
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- Language(s) (NLP): [More Information Needed]
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- Repository: [More Information Needed]
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Uses
Direct Use
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Curation Rationale
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Source Data
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Recommendations
Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations.
Citation [optional]
BibTeX:
@inproceedings{ma2025autodata,
title={AutoData: A Multi-Agent System for Open Web Data Collection},
author={Ma, Tianyi and Qian, Yiyue and Zhang, Zheyuan and Wang, Zehong and Qian, Xiaoye and Bai, Feifan and Ding, Yifan and Luo, Xuwei and Zhang, Shinan and Murugesan, Keerthiram and others},
booktitle={NeurIPS},
year={2025}
APA:
Ma, T., Qian, Y., Zhang, Z., Wang, Z., Qian, X., Bai, F., ... & Ye, Y. (2025). AutoData: A Multi-Agent System for Open Web Data Collection. arXiv preprint arXiv:2505.15859.
Glossary [optional]
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Dataset Card Authors
Tianyi (Billy) Ma
Dataset Card Contact
Tianyi (Billy) Ma - [email protected]