Pith Number

pith:OF44L4LN

pith:2023:OF44L4LN6B35I7SRNJ3OAVFKG3

not attested not anchored not stored refs pending

A Pretrainer's Guide to Training Data: Measuring the Effects of Data Age, Domain Coverage, Quality, & Toxicity

Adam Roberts, Barret Zoph, Daphne Ippolito, David Mimno, Denny Zhou, Emily Reif, Gregory Yauney, Jason Wei, Katherine Lee, Kevin Robinson, Shayne Longpre

arxiv:2305.13169 v2 · 2023-05-22 · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OF44L4LN6B35I7SRNJ3OAVFKG3}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

11 papers in Pith

AI-Augmented Surveys: Leveraging Large Language Models and Surveys for Opinion Prediction

animal2vec and MeerKAT: A self-supervised transformer for rare-event raw audio input and a large-scale reference dataset for bioacoustics

Check Your LLM's Secret Dictionary! Five Lines of Code Reveal What Your LLM Learned (Including What It Shouldn't Have)

Step-Video-T2V Technical Report: The Practice, Challenges, and Future of Video Foundation Model

Does Math Reasoning Improve General LLM Capabilities? Understanding Transferability of LLM Reasoning

Receipt and verification

First computed	2026-07-05T07:11:55.968001Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7179c5f16df077d47e516a76e054aa36f1e504ce948585e43a83d599528f17fe

Aliases

arxiv: 2305.13169 · arxiv_version: 2305.13169v2 · doi: 10.48550/arxiv.2305.13169 · pith_short_12: OF44L4LN6B35 · pith_short_16: OF44L4LN6B35I7SR · pith_short_8: OF44L4LN

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/OF44L4LN6B35I7SRNJ3OAVFKG3 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 7179c5f16df077d47e516a76e054aa36f1e504ce948585e43a83d599528f17fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3702ad2f24882dc1889761569c6bee0b2c31b21b1e1470cd263ee654ef936371",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-22T15:57:53Z",
    "title_canon_sha256": "9b98041546963af5c71d879c1f0709bfcd4e6aeb6343e163be2e2de57acd83bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.13169",
    "kind": "arxiv",
    "version": 2
  }
}