Pith Number

pith:UU76MK5Z

pith:2024:UU76MK5ZXVSSJ6PP32X72ND5WI

not attested not anchored not stored refs pending

Measuring Non-Adversarial Reproduction of Training Data in Large Language Models

Daphne Ippolito, Edoardo Debenedetti, Florian Tram\`er, Javier Rando, Michael Aerni, Nicholas Carlini

arxiv:2411.10242 v1 · 2024-11-15 · 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{UU76MK5ZXVSSJ6PP32X72ND5WI}

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

SoK: Colluding Adversaries in Machine Learning Pipelines

LLMs Can Leak Training Data But Do They Want To? A Propensity-Aware Evaluation of Memorization in LLMs

Receipt and verification

First computed	2026-07-05T09:36:02.061762Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a53fe62bb9bd6524f9efdeaffd347db237b37d1729271cb18e47ddee614ca555

Aliases

arxiv: 2411.10242 · arxiv_version: 2411.10242v1 · doi: 10.48550/arxiv.2411.10242 · pith_short_12: UU76MK5ZXVSS · pith_short_16: UU76MK5ZXVSSJ6PP · pith_short_8: UU76MK5Z

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/UU76MK5ZXVSSJ6PP32X72ND5WI \
  | 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: a53fe62bb9bd6524f9efdeaffd347db237b37d1729271cb18e47ddee614ca555

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd2e7625c0483841bc16b07a43c9d9350e509e4a23e8262a17228b4d5e32b707",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-15T14:55:01Z",
    "title_canon_sha256": "57a32c9b486bc8ff51a2e31513bd9b39a7a82a79a60cc3331f04034902028f1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10242",
    "kind": "arxiv",
    "version": 1
  }
}