Pith Number

pith:ZHKDAZ2G

pith:2024:ZHKDAZ2GCH3OZQGONC5364XHJK

not attested not anchored not stored refs pending

LLM Dataset Inference: Did you train on my dataset?

Adam Dziedzic, Hengrui Jia, Nicolas Papernot, Pratyush Maini

arxiv:2406.06443 v1 · 2024-06-10 · cs.LG · cs.CL · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZHKDAZ2GCH3OZQGONC5364XHJK}

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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

7 papers in Pith

The Reliability Gap in Benchmark Auditing: Distribution Shift and Scale as Failure Modes of Contamination Detection

Amplifying Membership Signal Through Chained Regeneration

idSCD: Identifying Training Datasets through Semantic Correlation Descriptors

Hey, That's My Data! Token-Only Dataset Inference in Large Language Models

Receipt and verification

First computed	2026-07-05T08:29:42.339544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9d430674611f6ecc0ce68bbbf72e74a83aa071edd18455e974361893f392e70

Aliases

arxiv: 2406.06443 · arxiv_version: 2406.06443v1 · doi: 10.48550/arxiv.2406.06443 · pith_short_12: ZHKDAZ2GCH3O · pith_short_16: ZHKDAZ2GCH3OZQGO · pith_short_8: ZHKDAZ2G

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/ZHKDAZ2GCH3OZQGONC5364XHJK \
  | 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: c9d430674611f6ecc0ce68bbbf72e74a83aa071edd18455e974361893f392e70

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa3a38d54be834c712af188a5ec0861b454a1eecaea3e763d8268d2f22b5bc4b",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-10T16:34:43Z",
    "title_canon_sha256": "b0409e3112f0d17285aaaf0737c9378aca27f714ee0f2dad29362a8d0918b48c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.06443",
    "kind": "arxiv",
    "version": 1
  }
}