Pith Number

pith:3CX4Q6Y7

pith:2025:3CX4Q6Y7D5HYZRKRQYQGL2DOMF

not attested not anchored not stored refs pending

GenTool: Enhancing Tool Generalization in Language Models through Zero-to-One and Weak-to-Strong Simulation

Hui Liu, Jeff Z. Pan, Jennifer Neville, Jie He, Longqi Yang, Mengting Wan, Pei Zhou, Xiaofeng Xu, Xia Song

arxiv:2502.18990 v1 · 2025-02-26 · 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{3CX4Q6Y7D5HYZRKRQYQGL2DOMF}

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	2026-07-05T10:20:24.583630Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d8afc87b1f1f4f8cc551862065e86e61642cc2ba83e1d8646cb68c289317dcb3

Aliases

arxiv: 2502.18990 · arxiv_version: 2502.18990v1 · doi: 10.48550/arxiv.2502.18990 · pith_short_12: 3CX4Q6Y7D5HY · pith_short_16: 3CX4Q6Y7D5HYZRKR · pith_short_8: 3CX4Q6Y7

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/3CX4Q6Y7D5HYZRKRQYQGL2DOMF \
  | 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: d8afc87b1f1f4f8cc551862065e86e61642cc2ba83e1d8646cb68c289317dcb3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd219be6d1e127ba2703c576392982cf4cb3fa87ced973a704efe790880b8003",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-26T09:54:33Z",
    "title_canon_sha256": "35c6f99e9e849693e78ac2ab5b84149edf8dcbbfe059db5dc49cc409527c731c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18990",
    "kind": "arxiv",
    "version": 1
  }
}