Pith Number

pith:74ZB5UNA

pith:2024:74ZB5UNA7IGYDELU5HCGFQF57Z

not attested not anchored not stored refs pending

Teaching LLMs to Refine with Tools

Dian Yu, Dong Yu, Haitao Mi, Jiahao Xu, Linfeng Song, Tian Liang, Yuheng Zhang, Zhaopeng Tu

arxiv:2412.16871 v1 · 2024-12-22 · 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{74ZB5UNA7IGYDELU5HCGFQF57Z}

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	2026-07-05T09:53:13.982934Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff321ed1a0fa0d819174e9c462c0bdfe5e34252af2e62140df767275542e957f

Aliases

arxiv: 2412.16871 · arxiv_version: 2412.16871v1 · doi: 10.48550/arxiv.2412.16871 · pith_short_12: 74ZB5UNA7IGY · pith_short_16: 74ZB5UNA7IGYDELU · pith_short_8: 74ZB5UNA

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/74ZB5UNA7IGYDELU5HCGFQF57Z \
  | 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: ff321ed1a0fa0d819174e9c462c0bdfe5e34252af2e62140df767275542e957f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6af52ed7799d1524c021b06ef479f26100a6445a8987146a601d2acd69ee04b5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-22T05:43:50Z",
    "title_canon_sha256": "ec258769838e10f7446c767f5b608bcd29b5a2d3cf886a804b656d3b8aa2b62c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16871",
    "kind": "arxiv",
    "version": 1
  }
}