Pith Number

pith:CUCJQAQZ

pith:2023:CUCJQAQZGADPSRNZA3PFO3E4HA

not attested not anchored not stored refs pending

Exchange-of-Thought: Enhancing Large Language Model Capabilities through Cross-Model Communication

Cheng Chang, Junqi Dai, Qipeng Guo, Qiushi Sun, Xipeng Qiu, Xuanjing Huang, Zhangyue Yin

arxiv:2312.01823 v1 · 2023-12-04 · cs.CL

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\usepackage{pith}
\pithnumber{CUCJQAQZGADPSRNZA3PFO3E4HA}

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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

2 papers in Pith

Large Language Model Agent: A Survey on Methodology, Applications and Challenges

The Reasoning Trap: An Information-Theoretic Bound on Closed-System Multi-Step LLM Reasoning

Receipt and verification

First computed	2026-07-05T07:20:00.403944Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

15049802193006f945b906de576c9c381d3f32d47fb7549a5ee9736318842664

Aliases

arxiv: 2312.01823 · arxiv_version: 2312.01823v1 · doi: 10.48550/arxiv.2312.01823 · pith_short_12: CUCJQAQZGADP · pith_short_16: CUCJQAQZGADPSRNZ · pith_short_8: CUCJQAQZ

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/CUCJQAQZGADPSRNZA3PFO3E4HA \
  | 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: 15049802193006f945b906de576c9c381d3f32d47fb7549a5ee9736318842664

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a65a6193850cfad6e1395de90b367c504c31967d88aabe6d987ad3accab648e4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-04T11:53:56Z",
    "title_canon_sha256": "ea79b01e85c9b2ad8d3a884d77282673a8b875f93842fa0f6bb1bd7095af3fe9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.01823",
    "kind": "arxiv",
    "version": 1
  }
}