Pith Number

pith:2YZNGMAV

pith:2024:2YZNGMAVIWA2W2E5LNTN4CB2N2

not attested not anchored not stored refs pending

LLM-Ensemble: Optimal Large Language Model Ensemble Method for E-commerce Product Attribute Value Extraction

Chenhao Fang, Evren Korpeoglu, Jianpeng Xu, Kannan Achan, Kaushiki Nag, Sushant Kumar, Xiaohan Li, Zezhong Fan

arxiv:2403.00863 v2 · 2024-02-29 · cs.IR · cs.AI · 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{2YZNGMAVIWA2W2E5LNTN4CB2N2}

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

The Prompt Engineering Report Distilled: Quick Start Guide for Life Sciences

Reducing Hallucination in Enterprise AI Workflows via Hybrid Utility Minimum Bayes Risk (HUMBR)

Receipt and verification

First computed	2026-07-05T08:34:14.776232Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d632d330154581ab689d5b66de083a6e9fb878c93511cc68db320fd6c28761cd

Aliases

arxiv: 2403.00863 · arxiv_version: 2403.00863v2 · doi: 10.48550/arxiv.2403.00863 · pith_short_12: 2YZNGMAVIWA2 · pith_short_16: 2YZNGMAVIWA2W2E5 · pith_short_8: 2YZNGMAV

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/2YZNGMAVIWA2W2E5LNTN4CB2N2 \
  | 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: d632d330154581ab689d5b66de083a6e9fb878c93511cc68db320fd6c28761cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4bc66378ccff9b5d3e99eb31f4c402c2d6ab2c113df1aebe89758f17fc0cf915",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-02-29T23:03:19Z",
    "title_canon_sha256": "ec3b1e6ed558705bc824a2967fe72f7e52737839690d969481207037cc31038b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.00863",
    "kind": "arxiv",
    "version": 2
  }
}