Pith Number

pith:I5GZ6UC4

pith:2024:I5GZ6UC4DHSJ77JVGNU2DHOG43

not attested not anchored not stored refs pending

Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review

Aman Chadha, Arpita Vats, Rahul Raja, Vinija Jain

arxiv:2402.18590 v3 · 2024-02-11 · 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{I5GZ6UC4DHSJ77JVGNU2DHOG43}

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.

Cited by

3 papers in Pith

Mind the Gap: Bridging Behavioral Silos with LLMs in Multi-Vertical Recommendations

LLM Retrieval for Stable and Predictable Ad Recommendations

PERCEIVE: A Benchmark for Personalized Emotion and Communication Behavior Understanding on Social Media

Receipt and verification

First computed	2026-07-05T07:57:50.327652Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

474d9f505c19e49ffd353369a19dc6e6cfea779963491b36ff6118a2d3b33a6c

Aliases

arxiv: 2402.18590 · arxiv_version: 2402.18590v3 · doi: 10.48550/arxiv.2402.18590 · pith_short_12: I5GZ6UC4DHSJ · pith_short_16: I5GZ6UC4DHSJ77JV · pith_short_8: I5GZ6UC4

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/I5GZ6UC4DHSJ77JVGNU2DHOG43 \
  | 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: 474d9f505c19e49ffd353369a19dc6e6cfea779963491b36ff6118a2d3b33a6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d49ec2e548236ca91045d1424f2037d34d2178c1c1a2cfa5e4f87dd919167c59",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-02-11T00:24:17Z",
    "title_canon_sha256": "789c17b3451e475b80394bfd89db63792ec06952dbf637176189d24cb43b14bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.18590",
    "kind": "arxiv",
    "version": 3
  }
}