Pith Number

pith:LDFMPORQ

pith:2023:LDFMPORQXPN6KFTEOHHVYAUTJD

not attested not anchored not stored refs pending

Large Language Models as Tool Makers

Denny Zhou, Tengyu Ma, Tianle Cai, Xinyun Chen, Xuezhi Wang

arxiv:2305.17126 v2 · 2023-05-26 · cs.LG · cs.AI · cs.CL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LDFMPORQXPN6KFTEOHHVYAUTJD}

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

22 papers in Pith

SKILL-DISCO: Distilling and Compiling Agent Traces into Reusable Procedural Skills

PreAct: Computer-Using Agents that Get Faster on Repeated Tasks

VESTA: Visual Exploration with Statistical Tool Agents

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications

SEAL: Synergistic Co-Evolution of Agents and Learning Environments

Receipt and verification

First computed	2026-07-05T07:54:01.195290Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58cac7ba30bbdbe5166471cf5c029348e59d548ca38787ea54a53a0f878db74f

Aliases

arxiv: 2305.17126 · arxiv_version: 2305.17126v2 · doi: 10.48550/arxiv.2305.17126 · pith_short_12: LDFMPORQXPN6 · pith_short_16: LDFMPORQXPN6KFTE · pith_short_8: LDFMPORQ

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/LDFMPORQXPN6KFTEOHHVYAUTJD \
  | 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: 58cac7ba30bbdbe5166471cf5c029348e59d548ca38787ea54a53a0f878db74f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b6518b6ecda05a1edd2727f18680253194e27cc80f3eb43972a4b71393f499a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-26T17:50:11Z",
    "title_canon_sha256": "0f710f4d54926fb5a47411bf8c36ec5bc6929a87f0343a9126dfad46af84bfb9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.17126",
    "kind": "arxiv",
    "version": 2
  }
}