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Pith Number

pith:3OVWIG3D

pith:2023:3OVWIG3DXFAPEY2WZAR3HHXCCD
not attested not anchored not stored refs pending

ToolChain*: Efficient Action Space Navigation in Large Language Models with A* Search

Chao Zhang, Ryan A. Rossi, Saayan Mitra, Somdeb Sarkhel, Tong Yu, Victor Bursztyn, Xiang Chen, Yuchen Zhuang

arxiv:2310.13227 v1 · 2023-10-20 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{3OVWIG3DXFAPEY2WZAR3HHXCCD}

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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

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning
Generative Skill Composition for LLM Agents
FitText: Evolving Agent Tool Ecologies via Memetic Retrieval
A Survey on LLM-as-a-Judge
NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration
Receipt and verification
First computed 2026-07-05T07:02:59.546554Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

dbab641b63b940f26356c823b39ee210c1942ba9e4fea9e7026ef03b15081387

Aliases

arxiv: 2310.13227 · arxiv_version: 2310.13227v1 · doi: 10.48550/arxiv.2310.13227 · pith_short_12: 3OVWIG3DXFAP · pith_short_16: 3OVWIG3DXFAPEY2W · pith_short_8: 3OVWIG3D
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/3OVWIG3DXFAPEY2WZAR3HHXCCD \
  | 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: dbab641b63b940f26356c823b39ee210c1942ba9e4fea9e7026ef03b15081387
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "56ba712e753751f6e7f9eaa4ff690cee48878b87830ddc7febf605e839000124",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-20T02:24:35Z",
    "title_canon_sha256": "96400dea6c3e36ec4105b5ce51b115ae34904cdd8d44a1d619959a7a9994bfb6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.13227",
    "kind": "arxiv",
    "version": 1
  }
}