Pith Number

pith:PRUFK4TM

pith:2024:PRUFK4TMY2R56XIN6Y2V7H2R5S

not attested not anchored not stored refs pending

A survey on fairness of large language models in e-commerce: progress, application, and challenge

Chiqu Li, Jinghan Cao, Qingyang Ren, Shuning Huo, Sijia Li, Tiange He, Yiyang Liu, Yuan Chen, Zilin Jiang

arxiv:2405.13025 v2 · 2024-05-15 · cs.CL · cs.AI · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PRUFK4TMY2R56XIN6Y2V7H2R5S}

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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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T08:35:20.196333Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c6855726cc6a3df5d0df6355f9f51ecbd6148f0abb370c8bc3004bb956fe70c

Aliases

arxiv: 2405.13025 · arxiv_version: 2405.13025v2 · doi: 10.48550/arxiv.2405.13025 · pith_short_12: PRUFK4TMY2R5 · pith_short_16: PRUFK4TMY2R56XIN · pith_short_8: PRUFK4TM

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/PRUFK4TMY2R56XIN6Y2V7H2R5S \
  | 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: 7c6855726cc6a3df5d0df6355f9f51ecbd6148f0abb370c8bc3004bb956fe70c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1b97f3662567befc2a4845bb56420bb60db42ae042bc621f35cbcf3beca3362",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-15T23:25:19Z",
    "title_canon_sha256": "19b95ebea0354c84502a7822dce36e06b75a24f2d507ecdf381597ffad287faa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13025",
    "kind": "arxiv",
    "version": 2
  }
}