Pith Number

pith:DFQCHM23

pith:2025:DFQCHM23JRGUWV4KHIQYVQASP4

not attested not anchored not stored refs pending

Rethinking LLM-Based Recommendations: A Personalized Query-Driven Parallel Integration

Donghee Han, Hwanjun Song, Mun Yong Yi

arxiv:2504.11889 v2 · 2025-04-16 · cs.IR · 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{DFQCHM23JRGUWV4KHIQYVQASP4}

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.

Receipt and verification

First computed	2026-07-05T12:11:17.031824Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

196023b35b4c4d4b578a3a218ac0127f31c68deda5df76d456e6a3bf288485cf

Aliases

arxiv: 2504.11889 · arxiv_version: 2504.11889v2 · doi: 10.48550/arxiv.2504.11889 · pith_short_12: DFQCHM23JRGU · pith_short_16: DFQCHM23JRGUWV4K · pith_short_8: DFQCHM23

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/DFQCHM23JRGUWV4KHIQYVQASP4 \
  | 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: 196023b35b4c4d4b578a3a218ac0127f31c68deda5df76d456e6a3bf288485cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee60d70ff1c9a1bdd3e08dc02500591793fd669cba978718bcd0e5a355961029",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-04-16T09:17:45Z",
    "title_canon_sha256": "c4441da235d15f1b4f9d9622ad7618ce2f49941d675d0353def0f1c3ac0cb375"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.11889",
    "kind": "arxiv",
    "version": 2
  }
}