Pith Number

pith:36PJYZQ5

pith:2025:36PJYZQ563RYLEU2IPRK2H6KHY

not attested not anchored not stored refs pending

Self-Training Large Language Models for Tool-Use Without Demonstrations

Aryo Pradipta Gema, Emile van Krieken, Ne Luo, Pasquale Minervini, Pietro Lesci, Xuanli He

arxiv:2502.05867 v1 · 2025-02-09 · 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{36PJYZQ563RYLEU2IPRK2H6KHY}

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	2026-07-05T10:11:44.421649Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df9e9c661df6e385929a43e2ad1fca3e049e4f3c8000b57fc3d60ea4b9d09f87

Aliases

arxiv: 2502.05867 · arxiv_version: 2502.05867v1 · doi: 10.48550/arxiv.2502.05867 · pith_short_12: 36PJYZQ563RY · pith_short_16: 36PJYZQ563RYLEU2 · pith_short_8: 36PJYZQ5

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/36PJYZQ563RYLEU2IPRK2H6KHY \
  | 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: df9e9c661df6e385929a43e2ad1fca3e049e4f3c8000b57fc3d60ea4b9d09f87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f8afe7eba3a00a4dbbb69e3f84acac85c051e861b2558c0a9b39560d1f46cba",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-09T12:06:10Z",
    "title_canon_sha256": "5c47d4dcfff5923e8584ffd3c7116bf731cd8059faa70acefe04ad2a5591e10c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05867",
    "kind": "arxiv",
    "version": 1
  }
}