Pith Number

pith:VBIPYLD5

pith:2024:VBIPYLD5NUIOIA3APYCYMH6INK

not attested not anchored not stored refs pending

Large Language Models for Relevance Judgment in Product Search

Ajit Puthenputhussery, Alessandro Magnani, ChengXiang Zhai, Ciya Liao, Hrushikesh Mohapatra, Mossaab Bagdouri, Navid Mehrdad, Prijith Chandran, Sachin Yadav, Tony Lee, Xunfan Cai

arxiv:2406.00247 v2 · 2024-06-01 · cs.IR · 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{VBIPYLD5NUIOIA3APYCYMH6INK}

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

5 papers in Pith

Joint Optimization of Relevance and Engagement in Multi-Task Ranking for E-Commerce with Efficient LLM Supervision

A Cascaded Generative Approach for e-Commerce Recommendations

SHE: Stepwise Hybrid Examination Reinforcement Learning Framework for E-commerce Search Relevance

A Cascaded Generative Approach for e-Commerce Recommendations

K-CARE: Knowledge-driven Symmetrical Contextual Anchoring and Analogical Prototype Reasoning for E-commerce Relevance

Receipt and verification

First computed	2026-07-05T08:44:54.897102Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a850fc2c7d6d10e403607e05861fc86ab8e9afe50c25c27940173d0131b56fad

Aliases

arxiv: 2406.00247 · arxiv_version: 2406.00247v2 · doi: 10.48550/arxiv.2406.00247 · pith_short_12: VBIPYLD5NUIO · pith_short_16: VBIPYLD5NUIOIA3A · pith_short_8: VBIPYLD5

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/VBIPYLD5NUIOIA3APYCYMH6INK \
  | 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: a850fc2c7d6d10e403607e05861fc86ab8e9afe50c25c27940173d0131b56fad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89f9e02e522952e385b5ec666b79d3196c05efce3ec0c61020498307a899299c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-06-01T00:52:41Z",
    "title_canon_sha256": "16849f9477b4b9bdc2075a65f48dfc6a6bd224dc7be1c441132a6d44b237e383"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.00247",
    "kind": "arxiv",
    "version": 2
  }
}