Pith Number

pith:3NJ7KTVB

pith:2022:3NJ7KTVB5XWJB34C7VWUPDF7IM

not attested not anchored not stored refs pending

Will we run out of data? Limits of LLM scaling based on human-generated data

Anson Ho, Jaime Sevilla, Lennart Heim, Marius Hobbhahn, Pablo Villalobos, Tamay Besiroglu

arxiv:2211.04325 v2 · 2022-10-26 · cs.LG · cs.AI · cs.CL · cs.CV · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3NJ7KTVB5XWJB34C7VWUPDF7IM}

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

25 papers in Pith

Demystifying Training-Time Augmentation for Data-Constrained Language Model Pretraining

Data-Driven Automation

Data-Constrained Language Model Pretraining: Improved Regularization and Scaling Laws

What Drives Interactive Improvement from Feedback?

High-Dimensional Statistics: Reflections on Progress and Open Problems

Receipt and verification

First computed	2026-07-05T08:27:21.806432Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db53f54ea1edec90ef82fd6d478cbf433082f848bb63e237e067e757ab13fbb4

Aliases

arxiv: 2211.04325 · arxiv_version: 2211.04325v2 · doi: 10.48550/arxiv.2211.04325 · pith_short_12: 3NJ7KTVB5XWJ · pith_short_16: 3NJ7KTVB5XWJB34C · pith_short_8: 3NJ7KTVB

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/3NJ7KTVB5XWJB34C7VWUPDF7IM \
  | 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: db53f54ea1edec90ef82fd6d478cbf433082f848bb63e237e067e757ab13fbb4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b165627d427dfdc332b558b4c7f1c9cd63bfd064e8881aabb3c7d67a4d0f947a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-26T00:28:40Z",
    "title_canon_sha256": "fa7e146c6c5cebe18a0c0e861c61a7b35d861ac92cdd14566dedc1d91207cfc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.04325",
    "kind": "arxiv",
    "version": 2
  }
}