Pith Number

pith:LUWD4MJL

pith:2024:LUWD4MJLCRPNNHNQZXJ62X6K6Z

not attested not anchored not stored refs pending

Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation

Mufei Li, Pan Li, Siqi Miao

arxiv:2410.20724 v4 · 2024-10-28 · cs.CL · cs.IR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LUWD4MJLCRPNNHNQZXJ62X6K6Z}

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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

9 papers in Pith

MKG-RAG-Bench: Benchmarking Retrieval in Multimodal Knowledge Graph-Augmented Generation

Agents-K1: Towards Agent-native Knowledge Orchestration

Retrieval-Augmented Generation with Graphs (GraphRAG)

NeuroSymActive: Differentiable Neural-Symbolic Reasoning with Active Exploration for Knowledge Graph Question Answering

Receipt and verification

First computed	2026-07-05T10:22:08.764924Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d2c3e312b145ed69db0cdd3ed5fcaf67fe48d133508a826246b46ff332d1a52

Aliases

arxiv: 2410.20724 · arxiv_version: 2410.20724v4 · doi: 10.48550/arxiv.2410.20724 · pith_short_12: LUWD4MJLCRPN · pith_short_16: LUWD4MJLCRPNNHNQ · pith_short_8: LUWD4MJL

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/LUWD4MJLCRPNNHNQZXJ62X6K6Z \
  | 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: 5d2c3e312b145ed69db0cdd3ed5fcaf67fe48d133508a826246b46ff332d1a52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e79536dbdc1cf4214bbc064273696e50ef4243b0e50186c1bf35619586f72f6",
    "cross_cats_sorted": [
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-28T04:39:32Z",
    "title_canon_sha256": "78ed608e5c5a7a85c72ea91d48321479dc4d08fbfc7aa1bd6a4b2a53f4e2125a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20724",
    "kind": "arxiv",
    "version": 4
  }
}