Pith Number

pith:KENTDCMH

pith:2022:KENTDCMHNLV2WWTMX5ZLQNGTKZ

not attested not anchored not stored refs pending

Large Language Models Can Self-Improve

Hongkun Yu, Jiawei Han, Jiaxin Huang, Le Hou, Shixiang Shane Gu, Xuezhi Wang, Yuexin Wu

arxiv:2210.11610 v2 · 2022-10-20 · 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{KENTDCMHNLV2WWTMX5ZLQNGTKZ}

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

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Receipt and verification

First computed	2026-05-18T16:54:03.318232Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

511b3189876aebab5a6cbf72b834d3566788ed9b4f564a2dfb2e2ef690118e9f

Aliases

arxiv: 2210.11610 · arxiv_version: 2210.11610v2 · doi: 10.48550/arxiv.2210.11610 · pith_short_12: KENTDCMHNLV2 · pith_short_16: KENTDCMHNLV2WWTM · pith_short_8: KENTDCMH

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/KENTDCMHNLV2WWTMX5ZLQNGTKZ \
  | 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: 511b3189876aebab5a6cbf72b834d3566788ed9b4f564a2dfb2e2ef690118e9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "277f369b4d507b788ab4e3b566c713a4f7185465c78a3b78e70fa740a835a527",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-20T21:53:54Z",
    "title_canon_sha256": "768340164ea52e8134df65e7104c55cacdb444963b4dfe006c7d3e1585fd3c84"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.11610",
    "kind": "arxiv",
    "version": 2
  }
}