Pith Number

pith:6F2AP7XE

pith:2025:6F2AP7XEOLVHYH4CYTKJRI7T6T

not attested not anchored not stored refs pending

On the Effectiveness of LLM-as-a-judge for Code Generation and Summarization

Alejandro Velasco, Antonio Mastropaolo, Denys Poshyvanyk, Gabriele Bavota, Giuseppe Crupi, Rosalia Tufano

arxiv:2507.16587 v1 · 2025-07-22 · 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{6F2AP7XEOLVHYH4CYTKJRI7T6T}

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

3 papers in Pith

CodeWiki: Evaluating AI's Ability to Generate Holistic Documentation for Large-Scale Codebases

ContextCov: Deriving and Enforcing Executable Constraints from Agent Instruction Files

Bias in the Loop: Auditing LLM-as-a-Judge for Software Engineering

Receipt and verification

First computed	2026-07-05T11:41:12.703671Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f17407fee472ea7c1f82c4d498a3f3f4ea8cbc99a3f6e3c3b981ca04243f9dd2

Aliases

arxiv: 2507.16587 · arxiv_version: 2507.16587v1 · doi: 10.48550/arxiv.2507.16587 · pith_short_12: 6F2AP7XEOLVH · pith_short_16: 6F2AP7XEOLVHYH4C · pith_short_8: 6F2AP7XE

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/6F2AP7XEOLVHYH4CYTKJRI7T6T \
  | 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: f17407fee472ea7c1f82c4d498a3f3f4ea8cbc99a3f6e3c3b981ca04243f9dd2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23507a446d157edb9c67d4a727c52714340bcab3b74a34fd2df95644e7038e18",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-07-22T13:40:26Z",
    "title_canon_sha256": "6c4438b18255f1a5cca16e2682d5f9a10e9a5d07fbceb7e85641a9c6558edff6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.16587",
    "kind": "arxiv",
    "version": 1
  }
}