Pith Number

pith:LPNSYHKK

pith:2024:LPNSYHKKH5HF6DJJTOCPXQ54ES

not attested not anchored not stored refs pending

Elephants Never Forget: Testing Language Models for Memorization of Tabular Data

Harsha Nori, Rich Caruana, Sebastian Bordt

arxiv:2403.06644 v1 · 2024-03-11 · cs.LG · 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{LPNSYHKKH5HF6DJJTOCPXQ54ES}

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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

1 paper in Pith

Probing Memorization of Tabular In-Context Learning

Receipt and verification

First computed	2026-07-05T07:54:40.747524Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5bdb2c1d4a3f4e5f0d299b84fbc3bc249944486f1fd328260af9a1543c4e4777

Aliases

arxiv: 2403.06644 · arxiv_version: 2403.06644v1 · doi: 10.48550/arxiv.2403.06644 · pith_short_12: LPNSYHKKH5HF · pith_short_16: LPNSYHKKH5HF6DJJ · pith_short_8: LPNSYHKK

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/LPNSYHKKH5HF6DJJTOCPXQ54ES \
  | 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: 5bdb2c1d4a3f4e5f0d299b84fbc3bc249944486f1fd328260af9a1543c4e4777

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bfbe7883ac86d4db40ee3fdb6be25f7079aed9cb76047af4ccfcb8980a213c69",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-11T12:07:13Z",
    "title_canon_sha256": "6b9085f45403cb2fbb87fa32f5047c51601a8665ae27ee52d533dac687c908e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.06644",
    "kind": "arxiv",
    "version": 1
  }
}