Pith. sign in
Pith Number

pith:FZRVLEY6

pith:2023:FZRVLEY6U5NQIXVLIU7MOSETPQ
not attested not anchored not stored refs pending

Federated Prompting and Chain-of-Thought Reasoning for Improving LLMs Answering

Chenyou Fan, Tianqi Pang, Xiangyang Liu

arxiv:2304.13911 v2 · 2023-04-27 · cs.AI

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\usepackage{pith}
\pithnumber{FZRVLEY6U5NQIXVLIU7MOSETPQ}

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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.
Receipt and verification
First computed 2026-07-05T06:26:21.424171Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2e6355931ea75b045eab453ec748937c0b580c24108ec52c9c53da60f128cc77

Aliases

arxiv: 2304.13911 · arxiv_version: 2304.13911v2 · doi: 10.48550/arxiv.2304.13911 · pith_short_12: FZRVLEY6U5NQ · pith_short_16: FZRVLEY6U5NQIXVL · pith_short_8: FZRVLEY6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FZRVLEY6U5NQIXVLIU7MOSETPQ \
  | 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: 2e6355931ea75b045eab453ec748937c0b580c24108ec52c9c53da60f128cc77
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5f856f4dd404ca075798a8809d8c3fc526a357b2d113ef6cf21725d363dc296d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-04-27T01:48:03Z",
    "title_canon_sha256": "9f6d688a02c5403a8956daa883380f4aa43af4c477fffcadc5310f4bc679408e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.13911",
    "kind": "arxiv",
    "version": 2
  }
}