Pith Number

pith:4QCFFNIT

pith:2025:4QCFFNIT7YFORA47YNG5KWMDVU

not attested not anchored not stored refs pending

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents

Chenghan Yang, Haoxin Wang, Ling Jiang, Ming Gong, Xianhan Peng, Xucheng Huang, Yang Liu

arxiv:2507.05330 v1 · 2025-07-07 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4QCFFNIT7YFORA47YNG5KWMDVU}

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

MESA: Prioritizing Vulnerable Communication Channels for Securing Multi-Agent Systems

Receipt and verification

First computed	2026-07-05T11:33:28.447927Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e40452b513fe0ae8839fc34dd55983ad2f6ee5314715766ef179a7767f207aa2

Aliases

arxiv: 2507.05330 · arxiv_version: 2507.05330v1 · doi: 10.48550/arxiv.2507.05330 · pith_short_12: 4QCFFNIT7YFO · pith_short_16: 4QCFFNIT7YFORA47 · pith_short_8: 4QCFFNIT

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/4QCFFNIT7YFORA47YNG5KWMDVU \
  | 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: e40452b513fe0ae8839fc34dd55983ad2f6ee5314715766ef179a7767f207aa2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3882330d670eea513209f6bf230d3fed7c0929b04a8a524b5c7ff07db240026f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-07T17:53:55Z",
    "title_canon_sha256": "3a308011de25b5e519f657125a0ab11af7969956e7714d272876b31ff31566df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.05330",
    "kind": "arxiv",
    "version": 1
  }
}