Pith Number

pith:7YTJ56JA

pith:2025:7YTJ56JAYFA6Q34A57YKAPXLOI

not attested not anchored not stored refs pending

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Dawei Yin, Shanru Lin, Shijie Wang, Shuaiqiang Wang, Wenqi Fan, Xinyu Ma, Yue Feng

arxiv:2501.02226 v2 · 2025-01-04 · cs.IR

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\usepackage{pith}
\pithnumber{7YTJ56JAYFA6Q34A57YKAPXLOI}

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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

5 papers in Pith

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges

Efficient and Transferable Agentic Knowledge Graph RAG via Reinforcement Learning

mKG-RAG: Leveraging Multimodal Knowledge Graphs in Retrieval-Augmented Generation for Knowledge-intensive VQA

ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning

Filling the Gaps: Selective Knowledge Augmentation for LLM Recommenders

Receipt and verification

First computed	2026-07-05T11:10:50.179087Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe269ef920c141e86f80eff0a03eeb723682625816a1d3d5b8a3c2c72b622ce4

Aliases

arxiv: 2501.02226 · arxiv_version: 2501.02226v2 · doi: 10.48550/arxiv.2501.02226 · pith_short_12: 7YTJ56JAYFA6 · pith_short_16: 7YTJ56JAYFA6Q34A · pith_short_8: 7YTJ56JA

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/7YTJ56JAYFA6Q34A57YKAPXLOI \
  | 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: fe269ef920c141e86f80eff0a03eeb723682625816a1d3d5b8a3c2c72b622ce4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee5ad627e29bad7fdeb22192fae30ef8813a9e3c028a2200a60cb41edacbc101",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-01-04T08:16:23Z",
    "title_canon_sha256": "62fb8909277be8a2462ca53967f0d49f8efd02072ce0e7230ab6166a2cd0cea2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.02226",
    "kind": "arxiv",
    "version": 2
  }
}