Pith Number

pith:ZNQHKCCP

pith:2026:ZNQHKCCP6STQIXACCGBRCYHEQW

not attested not anchored not stored refs pending

Can Large Language Models Generalize Procedures Across Representations?

Anthony G. Cohn, Fangru Lin, Janet B. Pierrehumbert, Valentin Hofmann, Weixing Wang, Xingchen Wan, Zifeng Ding

arxiv:2602.03542 v2 · 2026-02-03 · 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{ZNQHKCCP6STQIXACCGBRCYHEQW}

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.

Receipt and verification

First computed	2026-06-04T01:09:46.822523Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb6075084ff4a7045c0211831160e485a3f800590e8070fd60c2c58b51b2b1c7

Aliases

arxiv: 2602.03542 · arxiv_version: 2602.03542v2 · doi: 10.48550/arxiv.2602.03542 · pith_short_12: ZNQHKCCP6STQ · pith_short_16: ZNQHKCCP6STQIXAC · pith_short_8: ZNQHKCCP

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/ZNQHKCCP6STQIXACCGBRCYHEQW \
  | 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: cb6075084ff4a7045c0211831160e485a3f800590e8070fd60c2c58b51b2b1c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d95872c831951d28a805140f5329e4a97af91e6eb7ac60c313a12d19f4041360",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-02-03T13:56:54Z",
    "title_canon_sha256": "d568ca16ac8129f7b1eb90ed3f384201ddc6a57afced64615f2a2d247735ad0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.03542",
    "kind": "arxiv",
    "version": 2
  }
}