Pith Number

pith:3ZUI22BI

pith:2023:3ZUI22BIS46MP3CC7KIEXLAQMO

not attested not anchored not stored refs pending

CRAFT: Customizing LLMs by Creating and Retrieving from Specialized Toolsets

Hao Peng, Heng Ji, Lifan Yuan, Xingyao Wang, Yangyi Chen, Yi R. Fung

arxiv:2309.17428 v2 · 2023-09-29 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3ZUI22BIS46MP3CC7KIEXLAQMO}

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

9 papers in Pith

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SEAL: Synergistic Co-Evolution of Agents and Learning Environments

Large Language Model Agent: A Survey on Methodology, Applications and Challenges

Maestro: Reinforcement Learning to Orchestrate Hierarchical Model-Skill Ensembles

Receipt and verification

First computed	2026-07-05T07:55:24.742056Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de688d6828973cc7ec42fa904bac1063a75d0e0aad616db29d266dfb0e2beca9

Aliases

arxiv: 2309.17428 · arxiv_version: 2309.17428v2 · doi: 10.48550/arxiv.2309.17428 · pith_short_12: 3ZUI22BIS46M · pith_short_16: 3ZUI22BIS46MP3CC · pith_short_8: 3ZUI22BI

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/3ZUI22BIS46MP3CC7KIEXLAQMO \
  | 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: de688d6828973cc7ec42fa904bac1063a75d0e0aad616db29d266dfb0e2beca9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d853e34e7e5c93e625d570ebf4db0c0c7fcbd307e7f07535fa0b8149929f1d6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-09-29T17:40:26Z",
    "title_canon_sha256": "3a536c7c4b77ed12086a6310b6521f18aaf1fd754d3eba3afb9222bbe804eb99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.17428",
    "kind": "arxiv",
    "version": 2
  }
}