metadata

license: mit
task_categories:
  - question-answering
language:
  - en
size_categories:
  - 10K<n<100K
pretty_name: alignment-research-dataset
dataset_info:
  - config_name: all
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
      - name: book_title
        dtype: string
      - name: karma
        dtype: int32
      - name: votes
        dtype: int32
      - name: words
        dtype: int32
      - name: comment_count
        dtype: int32
      - name: tags
        sequence: string
      - name: modified_at
        dtype: string
      - name: venue
        dtype: string
      - name: newsletter_category
        dtype: string
      - name: highlight
        dtype: int32
      - name: newsletter_number
        dtype: string
      - name: summarizer
        dtype: string
      - name: opinion
        dtype: string
      - name: prerequisites
        dtype: string
      - name: read_more
        dtype: string
      - name: alias
        dtype: string
      - name: data_last_modified
        dtype: string
      - name: abstract
        dtype: string
      - name: author_comment
        dtype: string
      - name: journal_ref
        dtype: string
      - name: doi
        dtype: string
      - name: primary_category
        dtype: string
      - name: categories
        sequence: string
      - name: bibliography_bib
        sequence:
          - name: title
            dtype: string
      - name: docx_name
        dtype: string
      - name: description
        dtype: string
      - name: filename
        dtype: string
    splits:
      - name: train
        num_bytes: 361241546
        num_examples: 12737
    download_size: 432626835
    dataset_size: 361241546
  - config_name: agentmodels
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
      - name: book_title
        dtype: string
    splits:
      - name: train
        num_bytes: 386001
        num_examples: 21
    download_size: 802384
    dataset_size: 386001
  - config_name: aiimpacts
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 2213777
        num_examples: 253
    download_size: 2263756
    dataset_size: 2213777
  - config_name: aipulse.org
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 651777
        num_examples: 23
    download_size: 657165
    dataset_size: 651777
  - config_name: aisafety.camp
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 83937
        num_examples: 9
    download_size: 85765
    dataset_size: 83937
  - config_name: aisafety.info
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 809675
        num_examples: 294
    download_size: 842746
    dataset_size: 809675
  - config_name: alignmentforum
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
      - name: karma
        dtype: int32
      - name: votes
        dtype: int32
      - name: words
        dtype: int32
      - name: comment_count
        dtype: int32
      - name: tags
        sequence: string
      - name: modified_at
        dtype: string
    splits:
      - name: train
        num_bytes: 74247692
        num_examples: 2666
    download_size: 75568372
    dataset_size: 74247692
  - config_name: alignment_newsletter
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
      - name: venue
        dtype: string
      - name: newsletter_category
        dtype: string
      - name: highlight
        dtype: int32
      - name: newsletter_number
        dtype: string
      - name: summarizer
        dtype: string
      - name: opinion
        dtype: string
      - name: prerequisites
        dtype: string
      - name: read_more
        dtype: string
    splits:
      - name: train
        num_bytes: 3193636
        num_examples: 1504
    download_size: 3576332
    dataset_size: 3193636
  - config_name: arbital
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
      - name: alias
        dtype: string
      - name: tags
        sequence: string
    splits:
      - name: train
        num_bytes: 3592118
        num_examples: 730
    download_size: 4077961
    dataset_size: 3592118
  - config_name: arxiv
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
      - name: data_last_modified
        dtype: string
      - name: abstract
        dtype: string
      - name: author_comment
        dtype: string
      - name: journal_ref
        dtype: string
      - name: doi
        dtype: string
      - name: primary_category
        dtype: string
      - name: categories
        sequence: string
    splits:
      - name: train
        num_bytes: 140115174
        num_examples: 1144
    download_size: 155841593
    dataset_size: 140115174
  - config_name: audio_transcripts
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 1312631
        num_examples: 37
    download_size: 1335397
    dataset_size: 1312631
  - config_name: carado.moe
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 1048269
        num_examples: 248
    download_size: 1083144
    dataset_size: 1048269
  - config_name: cold_takes
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 1633384
        num_examples: 102
    download_size: 2560052
    dataset_size: 1633384
  - config_name: deepmind_blog
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 111439
        num_examples: 10
    download_size: 112339
    dataset_size: 111439
  - config_name: distill
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
      - name: abstract
        dtype: string
      - name: journal_ref
        dtype: string
      - name: doi
        dtype: string
      - name: bibliography_bib
        sequence:
          - name: title
            dtype: string
    splits:
      - name: train
        num_bytes: 2251584
        num_examples: 51
    download_size: 2435649
    dataset_size: 2251584
  - config_name: eaforum
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
      - name: karma
        dtype: int32
      - name: votes
        dtype: int32
      - name: words
        dtype: int32
      - name: comment_count
        dtype: int32
      - name: tags
        sequence: string
      - name: modified_at
        dtype: string
    splits:
      - name: train
        num_bytes: 26255324
        num_examples: 1537
    download_size: 26716485
    dataset_size: 26255324
  - config_name: gdocs
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
      - name: docx_name
        dtype: string
    splits:
      - name: train
        num_bytes: 449996
        num_examples: 12
    download_size: 454227
    dataset_size: 449996
  - config_name: generative.ink
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 446939
        num_examples: 19
    download_size: 449941
    dataset_size: 446939
  - config_name: gwern_blog
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
      - name: description
        dtype: string
    splits:
      - name: train
        num_bytes: 686185
        num_examples: 7
    download_size: 692693
    dataset_size: 686185
  - config_name: html_articles
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 6356426
        num_examples: 132
    download_size: 6423995
    dataset_size: 6356426
  - config_name: importai
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 243316
        num_examples: 15
    download_size: 246831
    dataset_size: 243316
  - config_name: jsteinhardt_blog
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 374939
        num_examples: 39
    download_size: 382468
    dataset_size: 374939
  - config_name: lesswrong
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
      - name: karma
        dtype: int32
      - name: votes
        dtype: int32
      - name: words
        dtype: int32
      - name: comment_count
        dtype: int32
      - name: tags
        sequence: string
      - name: modified_at
        dtype: string
    splits:
      - name: train
        num_bytes: 95411410
        num_examples: 4072
    download_size: 97269877
    dataset_size: 95411410
  - config_name: miri
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 5685488
        num_examples: 492
    download_size: 5799863
    dataset_size: 5685488
  - config_name: ml_safety_newsletter
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 110320
        num_examples: 9
    download_size: 112191
    dataset_size: 110320
  - config_name: nonarxiv_papers
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
      - name: abstract
        dtype: string
    splits:
      - name: train
        num_bytes: 10099354
        num_examples: 200
    download_size: 10146094
    dataset_size: 10099354
  - config_name: pdfs
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 20818258
        num_examples: 233
    download_size: 21813824
    dataset_size: 20818258
  - config_name: qualiacomputing
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 4397009
        num_examples: 302
    download_size: 4458760
    dataset_size: 4397009
  - config_name: reports
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
      - name: filename
        dtype: string
    splits:
      - name: train
        num_bytes: 5508374
        num_examples: 74
    download_size: 5528295
    dataset_size: 5508374
  - config_name: vkrakovna_blog
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 301626
        num_examples: 46
    download_size: 310543
    dataset_size: 301626
  - config_name: yudkowsky_blog
    features:
      - name: id
        dtype: string
      - name: source
        dtype: string
      - name: title
        dtype: string
      - name: text
        dtype: large_string
      - name: url
        dtype: string
      - name: date_published
        dtype: string
      - name: authors
        sequence: string
      - name: summary
        sequence: string
      - name: source_type
        dtype: string
    splits:
      - name: train
        num_bytes: 572669
        num_examples: 23
    download_size: 578093
    dataset_size: 572669

AI Alignment Research Dataset

The AI Alignment Research Dataset is a collection of documents related to AI Alignment and Safety from various books, research papers, and alignment related blog posts. This is a work in progress. Components are still undergoing a cleaning process to be updated more regularly.

Sources

The following list of sources may change and items may be renamed:

agentmodels
aiimpacts
aisafety.camp
aisafety.info
alignmentforum
alignment_newsletter
arbital
arxiv - alignment research papers from arxiv
audio_transcripts - transcripts from interviews with various researchers and other audio recordings
carado.moe
cold_takes
deepmind_blog
distill
eaforum - selected posts
gdocs
gdrive_ebooks - books include Superintelligence, Human Compatible, Life 3.0, The Precipice, and others
generative.ink
gwern_blog
importai
jsteinhardt_blog
lesswrong - selected posts
markdown.ebooks
miri - MIRI
ml_safety_newsletter
nonarxiv_papers - other alignment research papers
qualiacomputing
reports
vkrakovna_blog
waitbutwhy
yudkowsky_blog

Keys

Not all of the entries contain the same keys, but they all have the following:

id - unique identifier
source - based on the data source listed in the previous section
title - title of document
text - full text of document content
url - some values may be 'n/a', still being updated
date_published - some 'n/a'
authors - list of author names, may be empty
summary - list of human written summaries from various newsletters, may be empty

The values of the keys are still being cleaned up for consistency. Additional keys are available depending on the source document.

Usage

Execute the following code to download and parse the files:

from datasets import load_dataset
data = load_dataset('StampyAI/alignment-research-dataset')

To only get the data for a specific source, pass it in as the second argument, e.g.:

from datasets import load_dataset
data = load_dataset('StampyAI/alignment-research-dataset', 'lesswrong')

Limitations and Bias

LessWrong posts have overweighted content on doom and existential risk, so please beware in training or finetuning generative language models on the dataset.

Contributing

The scraper to generate this dataset is open-sourced on GitHub and currently maintained by volunteers at StampyAI / AI Safety Info. Learn more or join us on Discord.

Rebuilding info

This README contains info about the number of rows and their features which should be rebuilt each time datasets get changed. To do so, run:

datasets-cli test ./alignment-research-dataset --save_info --all_configs

Citing the Dataset

For more information, here is the paper and LessWrong post. Please use the following citation when using the dataset:

Kirchner, J. H., Smith, L., Thibodeau, J., McDonnell, K., and Reynolds, L. "Understanding AI alignment research: A Systematic Analysis." arXiv preprint arXiv:2022.4338861 (2022).