Pith Number

pith:4EJKX63F

pith:2023:4EJKX63FBZO46R6FFMTA6LMYLA

not attested not anchored not stored refs pending

AI capabilities can be significantly improved without expensive retraining

Guillem Bas, Jean-Stanislas Denain, Pablo Villalobos, Tom Davidson

arxiv:2312.07413 v1 · 2023-12-12 · 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{4EJKX63FBZO46R6FFMTA6LMYLA}

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

2 papers in Pith

Internal Data Repetition Destroys Language Models

Comprehensive AI governance requires addressing non-model gains

Receipt and verification

First computed	2026-07-05T07:23:19.419010Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e112abfb650e5dcf47c52b260f2d98583f3f914730c371c35235ebca9343debd

Aliases

arxiv: 2312.07413 · arxiv_version: 2312.07413v1 · doi: 10.48550/arxiv.2312.07413 · pith_short_12: 4EJKX63FBZO4 · pith_short_16: 4EJKX63FBZO46R6F · pith_short_8: 4EJKX63F

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/4EJKX63FBZO46R6FFMTA6LMYLA \
  | 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: e112abfb650e5dcf47c52b260f2d98583f3f914730c371c35235ebca9343debd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "510738fd2305dd6dc4b76c0d8b28ebb839009f1029ae364169fbe091e08400bc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-12T16:34:19Z",
    "title_canon_sha256": "649ed43f5bcc9fac7048a16c29b62dad0eca86acd881e590cd0a80b8182c863a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.07413",
    "kind": "arxiv",
    "version": 1
  }
}