Pith Number

pith:DDVDT3KW

pith:2024:DDVDT3KW2E53RRZ4IGGZ23GVFL

not attested not anchored not stored refs pending

Scaling Laws for Fact Memorization of Large Language Models

Kai Ding, Qinyuan Cheng, Xiaonan Li, Xingyu Lu, Xipeng Qiu, Xuanjing Huang

arxiv:2406.15720 v1 · 2024-06-22 · 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{DDVDT3KW2E53RRZ4IGGZ23GVFL}

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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

Predictable Confabulations: Factual Recall by LLMs Scales with Model Size and Topic Frequency

Receipt and verification

First computed	2026-07-05T08:35:26.585010Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18ea39ed56d13bb8c73c418d9d6cd52aee24a2cdd54e34cc3e59e071700145ad

Aliases

arxiv: 2406.15720 · arxiv_version: 2406.15720v1 · doi: 10.48550/arxiv.2406.15720 · pith_short_12: DDVDT3KW2E53 · pith_short_16: DDVDT3KW2E53RRZ4 · pith_short_8: DDVDT3KW

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/DDVDT3KW2E53RRZ4IGGZ23GVFL \
  | 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: 18ea39ed56d13bb8c73c418d9d6cd52aee24a2cdd54e34cc3e59e071700145ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6683190a6df41802eace53e24a7062941681b08849fd1988b1bc457f27ec9dc6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-22T03:32:09Z",
    "title_canon_sha256": "9c08e4d831204e8d364b530891fb05d84beb4639dbd4d580a874c0813278942c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.15720",
    "kind": "arxiv",
    "version": 1
  }
}