Pith Number

pith:YMXMWFUE

pith:2024:YMXMWFUE6BF7EJLG4S37TV66ST

not attested not anchored not stored refs pending

Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis

Bingqian Li, Jinpeng Wang, Ji-Rong Wen, Junjie Zhang, Lanling Xu, Sheng Chen, Wayne Xin Zhao

arxiv:2401.04997 v2 · 2024-01-10 · cs.IR

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\usepackage{pith}
\pithnumber{YMXMWFUE6BF7EJLG4S37TV66ST}

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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

4 papers in Pith

InvEvolve: Evolving White-Box Inventory Policies via Large Language Models with Performance Guarantees

GraphRAG-IRL: Personalized Recommendation with Graph-Grounded Inverse Reinforcement Learning and LLM Re-ranking

From Hidden Profiles to Governable Personalization: Recommender Systems in the Age of LLM Agents

Receipt and verification

First computed	2026-07-05T10:01:31.913138Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c32ecb1684f04bf22566e4b7f9d7de94c7a37d47437db0d6e68273c7c6b1d8a4

Aliases

arxiv: 2401.04997 · arxiv_version: 2401.04997v2 · doi: 10.48550/arxiv.2401.04997 · pith_short_12: YMXMWFUE6BF7 · pith_short_16: YMXMWFUE6BF7EJLG · pith_short_8: YMXMWFUE

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/YMXMWFUE6BF7EJLG4S37TV66ST \
  | 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: c32ecb1684f04bf22566e4b7f9d7de94c7a37d47437db0d6e68273c7c6b1d8a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca6f519f03fa0672d374403c0ea851f720b5bf3b19e097642123f8205bbe09f3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-01-10T08:28:56Z",
    "title_canon_sha256": "f7dcd5e09b787d671251743e7be75006df6a38869f1a2b92f8f7ab5b93026b5c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.04997",
    "kind": "arxiv",
    "version": 2
  }
}