Pith Number

pith:52VAUEFQ

pith:2026:52VAUEFQYYYJ7XB6D52Q3P4XI6

not attested not anchored not stored refs pending

Developmental approach reveals the statistical learning of Neural Language Models: Transformers generalize from the most abstract statistical patterns

Elizabeth Wonnacott, Holly Jenkins, Wang Bojun

arxiv:2606.27460 v1 · 2026-06-25 · 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{52VAUEFQYYYJ7XB6D52Q3P4XI6}

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	2026-06-29T00:14:06.940904Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eeaa0a10b0c6309fdc3e1f750dbf97479a8dc07991b8e0a6d4fa74c1aaa11dd6

Aliases

arxiv: 2606.27460 · arxiv_version: 2606.27460v1 · doi: 10.48550/arxiv.2606.27460 · pith_short_12: 52VAUEFQYYYJ · pith_short_16: 52VAUEFQYYYJ7XB6 · pith_short_8: 52VAUEFQ

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/52VAUEFQYYYJ7XB6D52Q3P4XI6 \
  | 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: eeaa0a10b0c6309fdc3e1f750dbf97479a8dc07991b8e0a6d4fa74c1aaa11dd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55c9859260cc60fd3d5b6ee9ac3e21832396a1ae33bd353c45f146c5d288bc00",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-25T18:34:56Z",
    "title_canon_sha256": "9599ef1da2240494293016c415bdc6fefbd722fa446f5f6e80f846bc6192fa49"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.27460",
    "kind": "arxiv",
    "version": 1
  }
}