Pith Number

pith:FXHW6TOG

pith:2026:FXHW6TOGLDBVQXZ23WGVW4BMHZ

not attested not anchored not stored refs pending

How well LLM-based test generation techniques perform with newer LLM versions?

Michael Konstantinou, Mike Papadakis, Renzo Degiovanni

arxiv:2601.09695 v2 · 2026-01-14 · 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{FXHW6TOGLDBVQXZ23WGVW4BMHZ}

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

1 paper in Pith

Prompt Coverage Adequacy

Receipt and verification

First computed	2026-07-30T01:19:25.762976Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

2dcf6f4dc658c3585f3add8d5b702c3e67a25297e700e0d9ea02b96af98d8a0c

Aliases

arxiv: 2601.09695 · arxiv_version: 2601.09695v2 · doi: 10.48550/arxiv.2601.09695 · pith_short_12: FXHW6TOGLDBV · pith_short_16: FXHW6TOGLDBVQXZ2 · pith_short_8: FXHW6TOG

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/FXHW6TOGLDBVQXZ23WGVW4BMHZ \
  | 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: 2dcf6f4dc658c3585f3add8d5b702c3e67a25297e700e0d9ea02b96af98d8a0c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e46253f048c844cf4cb724ace4009a147c933772de615693ac4ed1507e6dce1a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-01-14T18:46:32Z",
    "title_canon_sha256": "b489e33e37c75736daee31d129381ec4db9a42f01dc2dfb52a2901f49f12e304"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.09695",
    "kind": "arxiv",
    "version": 2
  }
}