Pith Number

pith:JV7CC5KX

pith:2023:JV7CC5KXJ4Z4KL5ZTPYQAAX5SJ

not attested not anchored not stored refs pending

Training Data Extraction From Pre-trained Language Models: A Survey

Shotaro Ishihara

arxiv:2305.16157 v1 · 2023-05-25 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JV7CC5KXJ4Z4KL5ZTPYQAAX5SJ}

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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

5 papers in Pith

Loss Landscape Poisoning: Targeted Extraction of Unseen Training Data from LLMs

Selective Token-Level Cryptographic Redaction for Privacy-Preserving Clinical Deployment of Large Language Models

Pretraining Data Exposure in Large Language Models: A Survey of Membership Inference, Data Contamination, and Security Implications

Industry Practitioners Perspectives on AI Model Quality: Perceptions, Challenges, and Solutions

Channel-Level Semantic Perturbations: Unlearnable Examples for Diverse Training Paradigms

Receipt and verification

First computed	2026-07-05T06:14:00.088367Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d7e2175574f33c52fb99bf10002fd92726a2ca304d15e4d9f7815602f7b9d85

Aliases

arxiv: 2305.16157 · arxiv_version: 2305.16157v1 · doi: 10.48550/arxiv.2305.16157 · pith_short_12: JV7CC5KXJ4Z4 · pith_short_16: JV7CC5KXJ4Z4KL5Z · pith_short_8: JV7CC5KX

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/JV7CC5KXJ4Z4KL5ZTPYQAAX5SJ \
  | 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: 4d7e2175574f33c52fb99bf10002fd92726a2ca304d15e4d9f7815602f7b9d85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee6477b8ed08a18194d620be8fc609a6466373101fc3a77568fdcf7017a5de74",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-25T15:23:29Z",
    "title_canon_sha256": "85873ef713f9e0239f0dbb94c9b93df00c75fc775fb278af23bebcb6be2fdc42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.16157",
    "kind": "arxiv",
    "version": 1
  }
}