Pith Number

pith:2ZPKSHLO

pith:2023:2ZPKSHLOUULNRZEIARPYXJLE7L

not attested not anchored not stored refs pending

Metacognition-Enhanced Few-Shot Prompting With Positive Reinforcement

Hong Zheng, Liang He, Wen Wu, Yi Hu, Yu Ji

arxiv:2312.08642 v2 · 2023-12-14 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2ZPKSHLOUULNRZEIARPYXJLE7L}

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	2026-07-05T07:27:53.759792Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d65ea91d6ea516d8e488045f8ba564faeb21570035371560c1f62411dce33a1d

Aliases

arxiv: 2312.08642 · arxiv_version: 2312.08642v2 · doi: 10.48550/arxiv.2312.08642 · pith_short_12: 2ZPKSHLOUULN · pith_short_16: 2ZPKSHLOUULNRZEI · pith_short_8: 2ZPKSHLO

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/2ZPKSHLOUULNRZEIARPYXJLE7L \
  | 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: d65ea91d6ea516d8e488045f8ba564faeb21570035371560c1f62411dce33a1d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87437e4ea7de85a27679c75f03268e491d5026a711cfa96af8af887f4bccd97e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-14T03:49:52Z",
    "title_canon_sha256": "a5efd7c2c39c45122ce42fd5c8c35e1c0a7a678241cfc4a29a97400edf3a3075"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.08642",
    "kind": "arxiv",
    "version": 2
  }
}