Pith Number

pith:6SALEKXZ

pith:2025:6SALEKXZ4YWB7VPNHUVRAGEZ3V

not attested not anchored not stored refs pending

PLAY2PROMPT: Zero-shot Tool Instruction Optimization for LLM Agents via Tool Play

James Glass, Kaizhi Qian, Wei Fang, Yada Zhu, Yang Zhang

arxiv:2503.14432 v2 · 2025-03-18 · 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{6SALEKXZ4YWB7VPNHUVRAGEZ3V}

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

2 papers in Pith

A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems

A Survey of Context Engineering for Large Language Models

Receipt and verification

First computed	2026-07-05T11:20:38.032975Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f480b22af9e62c1fd5ed3d2b101899dd66f72841050254ba056f0b1ef077f8e0

Aliases

arxiv: 2503.14432 · arxiv_version: 2503.14432v2 · doi: 10.48550/arxiv.2503.14432 · pith_short_12: 6SALEKXZ4YWB · pith_short_16: 6SALEKXZ4YWB7VPN · pith_short_8: 6SALEKXZ

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/6SALEKXZ4YWB7VPNHUVRAGEZ3V \
  | 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: f480b22af9e62c1fd5ed3d2b101899dd66f72841050254ba056f0b1ef077f8e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49a3418194231d928343fa08fd1f3c9becadad0017e53d40f4f9a3a604fe0f9a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-18T17:09:57Z",
    "title_canon_sha256": "c834bc86f34ff5025b8a85cf2a5d78130b627b73d56e80fffba8b8fc0e1a1d37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.14432",
    "kind": "arxiv",
    "version": 2
  }
}