Pith Number

pith:LVHD6ZRG

pith:2025:LVHD6ZRGI77B32MUOYDZSEQXPU

not attested not anchored not stored refs pending

A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval

Chen Gao, Jiaqi Zhang, Shutong Qiao, Tzu-Heng Lin, Yong Li, Yu Zhang

arxiv:2503.05659 v2 · 2025-03-07 · cs.IR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

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\usepackage{pith}
\pithnumber{LVHD6ZRGI77B32MUOYDZSEQXPU}

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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

7 papers in Pith

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S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation

Task-Aware Automated User Profile Generation for Recommendation Simulation Using Large Language Models

Receipt and verification

First computed	2026-07-05T10:47:36.391888Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d4e3f662647fe1de99476079912177d35a51278a3e89c32fe38ce82cde0a558

Aliases

arxiv: 2503.05659 · arxiv_version: 2503.05659v2 · doi: 10.48550/arxiv.2503.05659 · pith_short_12: LVHD6ZRGI77B · pith_short_16: LVHD6ZRGI77B32MU · pith_short_8: LVHD6ZRG

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/LVHD6ZRGI77B32MUOYDZSEQXPU \
  | 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: 5d4e3f662647fe1de99476079912177d35a51278a3e89c32fe38ce82cde0a558

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71ef27abf48df72652d88131a06a937c23d88a2245321369ea42d19059337da1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-03-07T18:20:30Z",
    "title_canon_sha256": "57ceabf00f0480fddf499306bb295008fd2829b642618e2e84e780291d679c2b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.05659",
    "kind": "arxiv",
    "version": 2
  }
}