Pith Number

pith:PBBVHLOU

pith:2023:PBBVHLOUY3M5FZVGEAZ72RDWAY

not attested not anchored not stored refs pending

Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration

Baotian Hu, Dongfang Li, Jindi Yu, Min Zhang, Senbao Shi, Yuxiang WU, Zhenran Xu

arxiv:2311.08152 v2 · 2023-11-14 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PBBVHLOUY3M5FZVGEAZ72RDWAY}

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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

4 papers in Pith

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Multi-Agent Collaboration Mechanisms: A Survey of LLMs

Why Do Multi-Agent LLM Systems Fail?

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

Receipt and verification

First computed	2026-07-05T07:24:56.509400Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

784353add4c6d9d2e6a62033fd4476063a4c5be58abcc16cc3d231d5de5a93f8

Aliases

arxiv: 2311.08152 · arxiv_version: 2311.08152v2 · doi: 10.48550/arxiv.2311.08152 · pith_short_12: PBBVHLOUY3M5 · pith_short_16: PBBVHLOUY3M5FZVG · pith_short_8: PBBVHLOU

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/PBBVHLOUY3M5FZVGEAZ72RDWAY \
  | 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: 784353add4c6d9d2e6a62033fd4476063a4c5be58abcc16cc3d231d5de5a93f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1e94ee576a3402de7d8ccf62659dd8f1274fb7fccafc3dfb0d1702d009e75f7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-14T13:27:07Z",
    "title_canon_sha256": "c9d45136ad095d46b192987d3614197f1780526501a25118cf9a2a24572ca703"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.08152",
    "kind": "arxiv",
    "version": 2
  }
}