Pith Number

pith:LMD5PPO7

pith:2025:LMD5PPO73ONQ6UPO4JMZHZNASB

not attested not anchored not stored refs pending

Leveraging Large Language Models for Risk Assessment in Hyperconnected Logistic Hub Network Deployment

Benoit Montreuil, Frederick Benaben, Guanlin Chen, Yinzhu Quan, Yujia Xu

arxiv:2503.21115 v1 · 2025-03-27 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LMD5PPO73ONQ6UPO4JMZHZNASB}

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

1 paper in Pith

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation

Receipt and verification

First computed	2026-07-05T10:40:19.871242Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b07d7bddfdb9b0f51eee25993e5a0904dddc8f24fd5b2542633236cf8045e3c

Aliases

arxiv: 2503.21115 · arxiv_version: 2503.21115v1 · doi: 10.48550/arxiv.2503.21115 · pith_short_12: LMD5PPO73ONQ · pith_short_16: LMD5PPO73ONQ6UPO · pith_short_8: LMD5PPO7

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/LMD5PPO73ONQ6UPO4JMZHZNASB \
  | 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: 5b07d7bddfdb9b0f51eee25993e5a0904dddc8f24fd5b2542633236cf8045e3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e57a232fa6f19a9e843b919669ee58523d564862ad29085f2261ba0d59fdd57",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-27T03:13:22Z",
    "title_canon_sha256": "eec0537c7cbe87f95d930258d5dd72799d47c51dac74cd47b793e6811401d502"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.21115",
    "kind": "arxiv",
    "version": 1
  }
}