Pith Number

pith:COO6NNUJ

pith:2024:COO6NNUJ2MW4Q52D3W6BSDVJPC

not attested not anchored not stored refs pending

Adaptable and Precise: Enterprise-Scenario LLM Function-Calling Capability Training Pipeline

Beining Xu, Chi Zhang, Gang Li, Guancheng Zeng, Haowen Hu, Jingjing Mo, Pengxu Qiu, Wang Tao, Wenqiang Han, Wentao Ding, Xinran Tao

arxiv:2412.15660 v1 · 2024-12-20 · cs.AI · cs.CL · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{COO6NNUJ2MW4Q52D3W6BSDVJPC}

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	2026-07-05T09:52:27.909165Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

139de6b689d32dc87743ddbc190ea9789ea345c2f41b893142730df9414e0bd6

Aliases

arxiv: 2412.15660 · arxiv_version: 2412.15660v1 · doi: 10.48550/arxiv.2412.15660 · pith_short_12: COO6NNUJ2MW4 · pith_short_16: COO6NNUJ2MW4Q52D · pith_short_8: COO6NNUJ

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/COO6NNUJ2MW4Q52D3W6BSDVJPC \
  | 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: 139de6b689d32dc87743ddbc190ea9789ea345c2f41b893142730df9414e0bd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd9676e23fa67ccc037e77ed50f9b95fd60542582d413361bbb1be30a11890f4",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-20T08:20:21Z",
    "title_canon_sha256": "901571204755348b1896d7729a1938cf9f791a3e1d791013b293f111f894619a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15660",
    "kind": "arxiv",
    "version": 1
  }
}