Pith Number

pith:R3HRFCIW

pith:2024:R3HRFCIWBHHXKCEZDUOA5WMYK3

not attested not anchored not stored refs pending

Harnessing multiple LLMs for Information Retrieval: A case study on Deep Learning methodologies in Biodiversity publications

Birgitta K\"onig-Ries, Sheeba Samuel, Vamsi Krishna Kommineni

arxiv:2411.09269 v1 · 2024-11-14 · 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{R3HRFCIWBHHXKCEZDUOA5WMYK3}

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.

Receipt and verification

First computed	2026-07-05T09:35:23.599063Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ecf12891609cf7508991d1c0ed99856ec88be95867b5be9c6642b2abcb09aa4

Aliases

arxiv: 2411.09269 · arxiv_version: 2411.09269v1 · doi: 10.48550/arxiv.2411.09269 · pith_short_12: R3HRFCIWBHHX · pith_short_16: R3HRFCIWBHHXKCEZ · pith_short_8: R3HRFCIW

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/R3HRFCIWBHHXKCEZDUOA5WMYK3 \
  | 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: 8ecf12891609cf7508991d1c0ed99856ec88be95867b5be9c6642b2abcb09aa4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04c0bfc0d6a9ee97f9fce5b2736e0ddbc1d7e8e8f988f205c9d5b04164e4b460",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-11-14T08:12:36Z",
    "title_canon_sha256": "7d5f53d1e14235822db9f57ed3df2bd37675260db543b54823ee54d8f865b2fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09269",
    "kind": "arxiv",
    "version": 1
  }
}