Pith Number

pith:PD7MDGOQ

pith:2024:PD7MDGOQVJSFOZRNNYYWBAFMUQ

not attested not anchored not stored refs pending

FedEval-LLM: Federated Evaluation of Large Language Models on Downstream Tasks with Collective Wisdom

Lixin Fan, Qiang Yang, Yan Kang, Yuanqin He

arxiv:2404.12273 v1 · 2024-04-18 · cs.AI · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{PD7MDGOQVJSFOZRNNYYWBAFMUQ}

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Record completeness

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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

LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods

Receipt and verification

First computed	2026-07-05T08:09:37.847782Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78fec199d0aa6457662d6e316080aca40fe9bdf3ff2343c0d7bdf09171f5ff12

Aliases

arxiv: 2404.12273 · arxiv_version: 2404.12273v1 · doi: 10.48550/arxiv.2404.12273 · pith_short_12: PD7MDGOQVJSF · pith_short_16: PD7MDGOQVJSFOZRN · pith_short_8: PD7MDGOQ

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/PD7MDGOQVJSFOZRNNYYWBAFMUQ \
  | 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: 78fec199d0aa6457662d6e316080aca40fe9bdf3ff2343c0d7bdf09171f5ff12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be4ee70aa62ea69274659e8d3fe3010a3a2e16ea62620c52460f01ae1fe5466c",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-04-18T15:46:26Z",
    "title_canon_sha256": "c931551fe6d69beae79fc118a9a22450b3bd0c134e86af3034418b3ec9d1c478"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12273",
    "kind": "arxiv",
    "version": 1
  }
}