Pith Number

pith:DPKB7OYG

pith:2025:DPKB7OYGDUAXV4CQGAQYMXGJUD

not attested not anchored not stored refs pending

Cite Before You Speak: Enhancing Context-Response Grounding in E-commerce Conversational LLM-Agents

Chen Luo, Hui Liu, Jingying Zeng, Qi He, Samarth Varshney, Xianfeng Tang, Zhen Li, Zhenwei Dai

arxiv:2503.04830 v3 · 2025-03-05 · 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{DPKB7OYGDUAXV4CQGAQYMXGJUD}

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

3 papers in Pith

Paying to Know: Micro-Transaction Markets for Verified Product Information in Agentic E-Commerce

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review

TRACE: Tourism Recommendation with Accountable Citation Evidence

Receipt and verification

First computed	2026-07-05T11:02:19.235121Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1bd41fbb061d017af0503021865cc9a0cdd4d248b9d13163c21073e7669deb39

Aliases

arxiv: 2503.04830 · arxiv_version: 2503.04830v3 · doi: 10.48550/arxiv.2503.04830 · pith_short_12: DPKB7OYGDUAX · pith_short_16: DPKB7OYGDUAXV4CQ · pith_short_8: DPKB7OYG

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/DPKB7OYGDUAXV4CQGAQYMXGJUD \
  | 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: 1bd41fbb061d017af0503021865cc9a0cdd4d248b9d13163c21073e7669deb39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db85ad04f0b717c9c19161df190a50d179093824ad429b1dc3849fff75607595",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-05T08:58:35Z",
    "title_canon_sha256": "f1ecfee854e932f382d7d82439e867999323fcf80a11a6061fdb78c7db934b6e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.04830",
    "kind": "arxiv",
    "version": 3
  }
}