Pith Number

pith:N2Z3JMLQ

pith:2024:N2Z3JMLQPYY746Z5WKEOMAPQ7I

not attested not anchored not stored refs pending

M-RAG: Reinforcing Large Language Model Performance through Retrieval-Augmented Generation with Multiple Partitions

Jieer Ouyang, Shu Xian Teo, Wei Shi, Yongjun Xu, Zheng Wang

arxiv:2405.16420 v1 · 2024-05-26 · cs.CL · cs.IR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N2Z3JMLQPYY746Z5WKEOMAPQ7I}

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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

3 papers in Pith

AstroRAG -- A Pagerank-Based Retrieval-Augmented Generation Pipeline for Question Answering in Astronomy

Retrieval-Augmented Generation for AI-Generated Content: A Survey

EHRAG: Bridging Semantic Gaps in Lightweight GraphRAG via Hybrid Hypergraph Construction and Retrieval

Receipt and verification

First computed	2026-07-05T08:23:29.877629Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6eb3b4b1707e31fe7b3db288e601f0fa1e096d00a0e7437ec1549c38aa2c47c9

Aliases

arxiv: 2405.16420 · arxiv_version: 2405.16420v1 · doi: 10.48550/arxiv.2405.16420 · pith_short_12: N2Z3JMLQPYY7 · pith_short_16: N2Z3JMLQPYY746Z5 · pith_short_8: N2Z3JMLQ

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/N2Z3JMLQPYY746Z5WKEOMAPQ7I \
  | 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: 6eb3b4b1707e31fe7b3db288e601f0fa1e096d00a0e7437ec1549c38aa2c47c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47697b023d90c5e1b8dc9626cda59cecbcdbea5d746524184fb30a6439460557",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-26T04:03:13Z",
    "title_canon_sha256": "b9e30771499d873016463f16073620137505fed9b91ccdc86e8eb547018bcd54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16420",
    "kind": "arxiv",
    "version": 1
  }
}