Pith Number

pith:TVA73HRM

pith:2025:TVA73HRMY4LDXVU53Q6HXSRLBZ

not attested not anchored not stored refs pending

MMRAG: Multi-Mode Retrieval-Augmented Generation with Large Language Models for Biomedical In-Context Learning

Jiawen Deng, Jun Wang, Rui Zhang, Shuang Zhou, Zaifu Zhan

arxiv:2502.15954 v1 · 2025-02-21 · cs.CL · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TVA73HRMY4LDXVU53Q6HXSRLBZ}

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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

1 paper in Pith

The Role of Diversity in In-Context Learning for Large Language Models

Receipt and verification

First computed	2026-07-05T10:18:18.989009Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d41fd9e2cc7163bd69ddc3c7bca2b0e5417cdb356df67d9583b09145fc65ae2

Aliases

arxiv: 2502.15954 · arxiv_version: 2502.15954v1 · doi: 10.48550/arxiv.2502.15954 · pith_short_12: TVA73HRMY4LD · pith_short_16: TVA73HRMY4LDXVU5 · pith_short_8: TVA73HRM

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/TVA73HRMY4LDXVU53Q6HXSRLBZ \
  | 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: 9d41fd9e2cc7163bd69ddc3c7bca2b0e5417cdb356df67d9583b09145fc65ae2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f1e49bef8c47c1374635de5dc42a736d93faf0e22a12fd48fd98cdd4a664f81",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-21T21:36:48Z",
    "title_canon_sha256": "ad7f9e253a9c8acf1917f1fc81d23cc340342ec9e79b8b066283ea2aa9156ef2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15954",
    "kind": "arxiv",
    "version": 1
  }
}