Pith Number

pith:XLVN67C3

pith:2025:XLVN67C3QJT2DGDPZGJZB42XD6

not attested not anchored not stored refs pending

Measuring Determinism in Large Language Models for Software Code Review

Eugene Klishevich, Igor Ciobanu, Michal Kosinski, Simon Obstbaum, Yegor Denisov-Blanch

arxiv:2502.20747 v1 · 2025-02-28 · 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{XLVN67C3QJT2DGDPZGJZB42XD6}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

TDD Governance for Multi-Agent Code Generation via Prompt Engineering

Dataset-Level Metrics Attenuate Non-Determinism: A Fine-Grained Non-Determinism Evaluation in Diffusion Language Models

Receipt and verification

First computed	2026-07-05T10:21:38.973716Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

baeadf7c5b8267a1986fc99390f3571fa4f8c7e109834f0d268e4b3ad8bf29d3

Aliases

arxiv: 2502.20747 · arxiv_version: 2502.20747v1 · doi: 10.48550/arxiv.2502.20747 · pith_short_12: XLVN67C3QJT2 · pith_short_16: XLVN67C3QJT2DGDP · pith_short_8: XLVN67C3

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/XLVN67C3QJT2DGDPZGJZB42XD6 \
  | 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: baeadf7c5b8267a1986fc99390f3571fa4f8c7e109834f0d268e4b3ad8bf29d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be022d6a23d215b706de76fad3bd942773b411a6aaae4cfcf169fd686837ea1f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-28T05:53:16Z",
    "title_canon_sha256": "0e3d0ef6863164743d7e77d72aab374333ff9dd2de412d4b0faf7ef988cbb637"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.20747",
    "kind": "arxiv",
    "version": 1
  }
}