Pith Number

pith:CCWHYHTL

pith:2024:CCWHYHTL72LUIORYFKHYMO7J2M

not attested not anchored not stored refs pending

Quantifying Generalization Complexity for Large Language Models

Himabindu Lakkaraju, Hongyin Luo, James Glass, Xiangjun Fan, Xuliang Huang, Yibo Jiang, Zhenting Qi, Zhuokai Zhao

arxiv:2410.01769 v2 · 2024-10-02 · 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{CCWHYHTL72LUIORYFKHYMO7J2M}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Token-Level LLM Collaboration via FusionRoute

Receipt and verification

First computed	2026-07-05T09:15:16.622302Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10ac7c1e6bfe97443a382a8f863be9d323426d3966b9975eb22b042c11b366c7

Aliases

arxiv: 2410.01769 · arxiv_version: 2410.01769v2 · doi: 10.48550/arxiv.2410.01769 · pith_short_12: CCWHYHTL72LU · pith_short_16: CCWHYHTL72LUIORY · pith_short_8: CCWHYHTL

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/CCWHYHTL72LUIORYFKHYMO7J2M \
  | 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: 10ac7c1e6bfe97443a382a8f863be9d323426d3966b9975eb22b042c11b366c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55ccf81e8356f8beacf54f77ed31ec32d4cd5431b5f0d0974bfbbd3d14afe6f9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-02T17:25:37Z",
    "title_canon_sha256": "73dcde8354fc61635d7bb587495e79be02f2d38d45de07756440a0214dd88b1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01769",
    "kind": "arxiv",
    "version": 2
  }
}