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Pith Number

pith:ZX5GPWUT

pith:2024:ZX5GPWUT6GZ24ZDCCBMFIQQW7M
not attested not anchored not stored refs pending

Large Language Models as Recommender Systems: A Study of Popularity Bias

Alexander Buchholz, Jan Malte Lichtenberg, Pola Schw\"obel

arxiv:2406.01285 v1 · 2024-06-03 · cs.IR · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{ZX5GPWUT6GZ24ZDCCBMFIQQW7M}

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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

6 papers in Pith

Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems
From Prompt to Purchase: How AI Brand Recommendations Move Consumers on the Open Web
Prominence-Stratified Failure Modes in Retrieval-Augmented Commercial Recommendation: A 37,000-Run Audit
Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit
Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges
Receipt and verification
First computed 2026-07-05T08:26:37.906659Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cdfa67da93f1b3ae64621058544216fb08b6a0e4d4d29026074822a500e4b065

Aliases

arxiv: 2406.01285 · arxiv_version: 2406.01285v1 · doi: 10.48550/arxiv.2406.01285 · pith_short_12: ZX5GPWUT6GZ2 · pith_short_16: ZX5GPWUT6GZ24ZDC · pith_short_8: ZX5GPWUT
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/ZX5GPWUT6GZ24ZDCCBMFIQQW7M \
  | 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: cdfa67da93f1b3ae64621058544216fb08b6a0e4d4d29026074822a500e4b065
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "d0b7bd9b3509dbe24f86a702156c191f5d8a3ed2956a63222a8075777c9a98d0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-06-03T12:53:37Z",
    "title_canon_sha256": "602d91e3d7aaa560a3d68ac1a90711cf4610b4d0dfe3e11da49f7e5d3c91e03d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.01285",
    "kind": "arxiv",
    "version": 1
  }
}