Pith Number

pith:M65JF4TW

pith:2020:M65JF4TWJRAV3STJPICPJTPAVR

not attested not anchored not stored refs pending

Extracting Training Data from Large Language Models

Adam Roberts, Alina Oprea, Ariel Herbert-Voss, Colin Raffel, Dawn Song, Eric Wallace, Florian Tramer, Katherine Lee, Matthew Jagielski, Nicholas Carlini, Tom Brown, Ulfar Erlingsson

arxiv:2012.07805 v2 · 2020-12-14 · cs.CR · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M65JF4TWJRAV3STJPICPJTPAVR}

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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

35 papers in Pith

Agents That Know Too Much: A Data-Centric Survey of Privacy in LLM Agents

Exposing the Illusion of Erasure in Knowledge Editing for LLMs

RepSelect: Robust LLM Unlearning via Representation Selectivity

OCELOT: Inference-Leakage Budgets for Privacy-Preserving LLM Agents

Personalization Meets Safety:Mechanisms,Risks,and Mitigations in Personalized LLMs

Receipt and verification

First computed	2026-07-05T02:49:21.931027Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67ba92f2764c415dca697a04f4cde0ac6dcac43b3ac418dad339adf83982029c

Aliases

arxiv: 2012.07805 · arxiv_version: 2012.07805v2 · doi: 10.48550/arxiv.2012.07805 · pith_short_12: M65JF4TWJRAV · pith_short_16: M65JF4TWJRAV3STJ · pith_short_8: M65JF4TW

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/M65JF4TWJRAV3STJPICPJTPAVR \
  | 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: 67ba92f2764c415dca697a04f4cde0ac6dcac43b3ac418dad339adf83982029c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23b0b60f13ad5e93511bcf76527d49ba0b554d4ecc2dedfe7d9db34a4524be98",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2020-12-14T18:39:09Z",
    "title_canon_sha256": "9f2e4630852505ec21d8a2da7e456b5247ae5d8559b23f0e72eb4d433a54f453"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.07805",
    "kind": "arxiv",
    "version": 2
  }
}