Pith Number

pith:EQF64M7G

pith:2024:EQF64M7GK6MLLHZ5F3EIKPCOHB

not attested not anchored not stored refs pending

Understanding Memorisation in LLMs: Dynamics, Influencing Factors, and Implications

Bishwamittra Ghosh, Evimaria Terzi, Krishna P. Gummadi, Mohammad Aflah Khan, Qinyuan Wu, Soumi Das, Till Speicher, Vedant Nanda

arxiv:2407.19262 v1 · 2024-07-27 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EQF64M7GK6MLLHZ5F3EIKPCOHB}

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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

2 papers in Pith

Diffusion Models Preferentially Memorize Prototypical Examples or: Why Does My Diffusion Model Love Slop?

Towards the Anonymization of the Language Modeling

Receipt and verification

First computed	2026-07-05T08:49:16.576699Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

240bee33e65798b59f3d2ec8853c4e384bf6db2233fb3271cdfbd90523b92de8

Aliases

arxiv: 2407.19262 · arxiv_version: 2407.19262v1 · doi: 10.48550/arxiv.2407.19262 · pith_short_12: EQF64M7GK6ML · pith_short_16: EQF64M7GK6MLLHZ5 · pith_short_8: EQF64M7G

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/EQF64M7GK6MLLHZ5F3EIKPCOHB \
  | 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: 240bee33e65798b59f3d2ec8853c4e384bf6db2233fb3271cdfbd90523b92de8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb99419f5fe0b4e8a0f9f5ce9468f76e702a0b36f77aeb281b3ddc42c245c28f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-27T14:00:21Z",
    "title_canon_sha256": "e0a2e068f8a1b0daac58bb27845ba21784133cee946e9e63313e1062bf461b49"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.19262",
    "kind": "arxiv",
    "version": 1
  }
}