Pith Number

pith:73G2B76H

pith:2024:73G2B76HD6M6EKZAOCE2F6OE3I

not attested not anchored not stored refs pending

Neuron-Level Differentiation of Memorization and Generalization in Large Language Models

Cheng-Yu Lin, Ching-Yu Tsai, Da-Cheng Juan, Heng-Yi Liu, Keng-Te Liao, Ko-Wei Huang, Shou-De Lin, Tzu-Ling Cheng, Yi-Fu Fu, Yi-Ting Yang, Yu-Chieh Tu

arxiv:2412.18497 v2 · 2024-12-24 · 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{73G2B76HD6M6EKZAOCE2F6OE3I}

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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

Rethinking Memorization Measures and their Implications in Large Language Models

Receipt and verification

First computed	2026-07-05T11:34:03.306909Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fecda0ffc71f99e22b207089a2f9c4da0f750b354423ff1066108d7988f3cd6c

Aliases

arxiv: 2412.18497 · arxiv_version: 2412.18497v2 · doi: 10.48550/arxiv.2412.18497 · pith_short_12: 73G2B76HD6M6 · pith_short_16: 73G2B76HD6M6EKZA · pith_short_8: 73G2B76H

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/73G2B76HD6M6EKZAOCE2F6OE3I \
  | 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: fecda0ffc71f99e22b207089a2f9c4da0f750b354423ff1066108d7988f3cd6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce40b85d35c84a4fb45a683fea48c9860e31f73627211ea5dd22bb621c291877",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-24T15:28:56Z",
    "title_canon_sha256": "6b3125e3f81987559b2451608360c0ccd7500fb3e530ac60d5cfb0f5db22a48b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18497",
    "kind": "arxiv",
    "version": 2
  }
}