Pith Number

pith:3Q7TWKKK

pith:2025:3Q7TWKKKIL7ZT2IPEO4F75UXBY

not attested not anchored not stored refs pending

Think Inside the JSON: Reinforcement Strategy for Strict LLM Schema Adherence

Bhavik Agarwal, Ishan Joshi, Viktoria Rojkova

arxiv:2502.14905 v1 · 2025-02-18 · cs.CL · cs.AI · 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{3Q7TWKKKIL7ZT2IPEO4F75UXBY}

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

2 papers in Pith

Diverse Thinking Schemata Elicit Better Reasoning in Large Language Models

The Extrapolation Cliff in On-Policy Distillation of Near-Deterministic Structured Outputs

Receipt and verification

First computed	2026-07-05T10:17:36.175039Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc3f3b294a42ff99e90f23b85ff6970e187ff4ec08f40215d269634b58ace823

Aliases

arxiv: 2502.14905 · arxiv_version: 2502.14905v1 · doi: 10.48550/arxiv.2502.14905 · pith_short_12: 3Q7TWKKKIL7Z · pith_short_16: 3Q7TWKKKIL7ZT2IP · pith_short_8: 3Q7TWKKK

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/3Q7TWKKKIL7ZT2IPEO4F75UXBY \
  | 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: dc3f3b294a42ff99e90f23b85ff6970e187ff4ec08f40215d269634b58ace823

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb02be6390f33b3a89ac72ff91657a7a5f2fdbb57d894eeba6d21dcc5e506c16",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-18T16:44:55Z",
    "title_canon_sha256": "5af512be5621f9b9a7e3179b86b6431e0b541fc7ee0b51f63e56d5d41ccbf222"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14905",
    "kind": "arxiv",
    "version": 1
  }
}