Pith Number

pith:DXWSLSXW

pith:2022:DXWSLSXWO666DU2ZO7PKWKHRY2

not attested not anchored not stored refs pending

Transcending Scaling Laws with 0.1% Extra Compute

Aakanksha Chowdhery, David R. So, Denny Zhou, Donald Metzler, Huaixiu Steven Zheng, Hyung Won Chung, Jason Wei, Jinfeng Rao, Mostafa Dehghani, Neil Houlsby, Quoc V. Le, Siamak Shakeri, Slav Petrov, Vinh Q. Tran, Xavier Garcia, Yi Tay

arxiv:2210.11399 v2 · 2022-10-20 · cs.CL · cs.AI · 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{DXWSLSXWO666DU2ZO7PKWKHRY2}

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

A Comprehensive Overview of Large Language Models

Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models

Scaling Data-Constrained Language Models

The Falcon Series of Open Language Models

Galactica: A Large Language Model for Science

Receipt and verification

First computed	2026-07-05T05:16:36.954906Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ded25caf677bde1d35977deab28f1c68b48771a0b090bd910af5d45f8851bbd

Aliases

arxiv: 2210.11399 · arxiv_version: 2210.11399v2 · doi: 10.48550/arxiv.2210.11399 · pith_short_12: DXWSLSXWO666 · pith_short_16: DXWSLSXWO666DU2Z · pith_short_8: DXWSLSXW

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/DXWSLSXWO666DU2ZO7PKWKHRY2 \
  | 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: 1ded25caf677bde1d35977deab28f1c68b48771a0b090bd910af5d45f8851bbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "962779239eda5acdb8bffb82534aea5d7d0fc96ef455bb1ea65afa9d23ed1fe6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-20T16:46:41Z",
    "title_canon_sha256": "d5ff3a45f367e73bfa224e5e0a10df619be94b1ef58fb7746d3c70cc26471210"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.11399",
    "kind": "arxiv",
    "version": 2
  }
}