Pith Number

pith:NSPPHUHQ

pith:2024:NSPPHUHQPKHTSUAP7VRNUBPVWM

not attested not anchored not stored refs pending

Exploring the Capabilities of LLMs for Code Change Related Tasks

David Lo, Jiakun Liu, Lishui Fan, Shanping Li, Xin Xia, Zhongxin Liu

arxiv:2407.02824 v1 · 2024-07-03 · 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{NSPPHUHQPKHTSUAP7VRNUBPVWM}

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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

1 paper in Pith

Augmenting Large Language Models with Static Code Analysis for Automated Code Quality Improvements

Receipt and verification

First computed	2026-07-05T08:39:42.273247Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c9ef3d0f07a8f39500ffd62da05f5b3280e89da35ceff5c2983f780b8a247ad

Aliases

arxiv: 2407.02824 · arxiv_version: 2407.02824v1 · doi: 10.48550/arxiv.2407.02824 · pith_short_12: NSPPHUHQPKHT · pith_short_16: NSPPHUHQPKHTSUAP · pith_short_8: NSPPHUHQ

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/NSPPHUHQPKHTSUAP7VRNUBPVWM \
  | 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: 6c9ef3d0f07a8f39500ffd62da05f5b3280e89da35ceff5c2983f780b8a247ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4dce7c70367d3cb3a8d7a13fe2bd4708f88d9c7778d7c6d68d893a50a7524b75",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-07-03T05:49:18Z",
    "title_canon_sha256": "19073d9019afa1fa9cac2877e27230c0082a14bf4a5c002081a20da42fb655b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.02824",
    "kind": "arxiv",
    "version": 1
  }
}