Pith Number

pith:LFIWIZLS

pith:2024:LFIWIZLSPDJLNV3JCXUYFO7KHP

not attested not anchored not stored refs pending

WorkflowLLM: Enhancing Workflow Orchestration Capability of Large Language Models

Maosong Sun, Shengda Fan, Shuyan Zhang, Xin Cong, Yankai Lin, Yesai Wu, Yuanwei Liu, Yuepeng Fu, Zhiyuan Liu, Zhong Zhang

arxiv:2411.05451 v1 · 2024-11-08 · cs.SE · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{LFIWIZLSPDJLNV3JCXUYFO7KHP}

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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

10 papers in Pith

Workflow as Knowledge: Semantic Persistence for LLM-Mediated Workflows

StickyInvoc: Rethinking Task Models for High-throughput Workflows in the LLM Era

Compiling Agentic Workflows into LLM Weights: Near-Frontier Quality at Two Orders of Magnitude Less Cost

Learning to Hand Off: Provably Convergent Workflow Learning under Interface Constraints

LEMON: Learning Executable Multi-Agent Orchestration via Counterfactual Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:33:01.345245Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

595164657278d2b6d76915e982bbea3bd76ab2e1b9a9c9ec1fd96959aa5c8d08

Aliases

arxiv: 2411.05451 · arxiv_version: 2411.05451v1 · doi: 10.48550/arxiv.2411.05451 · pith_short_12: LFIWIZLSPDJL · pith_short_16: LFIWIZLSPDJLNV3J · pith_short_8: LFIWIZLS

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/LFIWIZLSPDJLNV3JCXUYFO7KHP \
  | 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: 595164657278d2b6d76915e982bbea3bd76ab2e1b9a9c9ec1fd96959aa5c8d08

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62f87bbdf8573a9a33a9cc8762d9272f6d85f6097f1c77de89ce0d58e7954f5b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-11-08T09:58:02Z",
    "title_canon_sha256": "d2135eff5a5476def344860a66d437f04483aae28709f27569b94fcf1e1c389a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.05451",
    "kind": "arxiv",
    "version": 1
  }
}