Pith Number

pith:63M5TLNH

pith:2024:63M5TLNHE7Z7MRCV27Q53L5FGE

not attested not anchored not stored refs pending

LLMRS: Unlocking Potentials of LLM-Based Recommender Systems for Software Purchase

Angela John, Hamayoon Behmanush, Hewan Shrestha, Irem B. Gunduz, Maxx Richard Rahman, Theophilus Aidoo, Wolfgang Maa{\ss}

arxiv:2401.06676 v1 · 2024-01-12 · 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{63M5TLNHE7Z7MRCV27Q53L5FGE}

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	2026-07-05T07:33:04.054891Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f6d9d9ada727f3f64455d7e1ddafa53115e6c228ac3ba8c2c24abf6d232c82bf

Aliases

arxiv: 2401.06676 · arxiv_version: 2401.06676v1 · doi: 10.48550/arxiv.2401.06676 · pith_short_12: 63M5TLNHE7Z7 · pith_short_16: 63M5TLNHE7Z7MRCV · pith_short_8: 63M5TLNH

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/63M5TLNHE7Z7MRCV27Q53L5FGE \
  | 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: f6d9d9ada727f3f64455d7e1ddafa53115e6c228ac3ba8c2c24abf6d232c82bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c92390fbe64d720a239f957285bc9bc27a1b92a410f4be9e9e70b625628cd1b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-01-12T16:33:17Z",
    "title_canon_sha256": "71c4953447bda46c8ca94d413384b310e4bed22d9371538b610ff4f87689c99e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.06676",
    "kind": "arxiv",
    "version": 1
  }
}