Pith Number

pith:UG246MKH

pith:2023:UG246MKHB3M2OZZHUBR5BNF5AG

not attested not anchored not stored refs pending

Think Outside the Code: Brainstorming Boosts Large Language Models in Code Generation

Jiang-Tian Xue, Ming Li, Xin-Ye Li, Zheng Xie

arxiv:2305.10679 v1 · 2023-05-18 · cs.AI · cs.CL · cs.SE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UG246MKHB3M2OZZHUBR5BNF5AG}

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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

Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs

Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback

Receipt and verification

First computed	2026-07-05T06:11:25.306117Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1b5cf31470ed9a76727a063d0b4bd01888b0379f208faef4f07f47b782b14bc

Aliases

arxiv: 2305.10679 · arxiv_version: 2305.10679v1 · doi: 10.48550/arxiv.2305.10679 · pith_short_12: UG246MKHB3M2 · pith_short_16: UG246MKHB3M2OZZH · pith_short_8: UG246MKH

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/UG246MKHB3M2OZZHUBR5BNF5AG \
  | 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: a1b5cf31470ed9a76727a063d0b4bd01888b0379f208faef4f07f47b782b14bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90350af3e3fbc9d7138352bc80d72b8d1f9ee99bcc7b1540325028271b15ce34",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-05-18T03:32:54Z",
    "title_canon_sha256": "8e6cd3a61c53722cc087090b6029344380da4edcb0352986478b85f4245518d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.10679",
    "kind": "arxiv",
    "version": 1
  }
}