Pith Number

pith:3JZNQLN7

pith:2023:3JZNQLN7JZSMVE5BUDALPYWRFM

not attested not anchored not stored refs pending

Enhancing Large Language Models in Coding Through Multi-Perspective Self-Consistency

Baizhou Huang, Nan Duan, Shuai Lu, Weizhu Chen, Xiaojun Wan

arxiv:2309.17272 v3 · 2023-09-29 · cs.CL · cs.AI · cs.SE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3JZNQLN7JZSMVE5BUDALPYWRFM}

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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

5 papers in Pith

XSearch: Explainable Code Search via Concept-to-Code Alignment

Assessing Coherency and Consistency of Code Execution Reasoning by Large Language Models

In Line with Context: Repository-Level Code Generation via Context Inlining

Self-Consistency from Only Two Samples: CoT-PoT Ensembling for Efficient LLM Reasoning

Receipt and verification

First computed	2026-07-05T08:38:53.893793Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da72d82dbf4e64ca93a1a0c0b7e2d12b19ea3a4a2f36e533afa2ed79228a0219

Aliases

arxiv: 2309.17272 · arxiv_version: 2309.17272v3 · doi: 10.48550/arxiv.2309.17272 · pith_short_12: 3JZNQLN7JZSM · pith_short_16: 3JZNQLN7JZSMVE5B · pith_short_8: 3JZNQLN7

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/3JZNQLN7JZSMVE5BUDALPYWRFM \
  | 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: da72d82dbf4e64ca93a1a0c0b7e2d12b19ea3a4a2f36e533afa2ed79228a0219

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad13dce90dd59d96b20b30cdfaa424b18263ee936274c6b091dac238ae1fc44b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-09-29T14:23:26Z",
    "title_canon_sha256": "c65bc0c436ab5630e260872a095d6dc3cd11d3f737d099486e16c1d4ea94f7c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.17272",
    "kind": "arxiv",
    "version": 3
  }
}