Pith. sign in
Pith Number

pith:J5ZBPKGE

pith:2025:J5ZBPKGEQAXNKZQBDKVVLJ7GX6
not attested not anchored not stored refs pending

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation

Rui Xie, Shikun Zhang, Shuaiyu Zhou, Wei Ye, Xiaoling Zhou, Zhengran Zeng

arxiv:2507.17271 v1 · 2025-07-23 · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{J5ZBPKGEQAXNKZQBDKVVLJ7GX6}

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.
Receipt and verification
First computed 2026-07-05T11:42:04.964959Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4f7217a8c4802ed566011aab55a7e6bf9e6c02b794580d30959fb36c7d938c9e

Aliases

arxiv: 2507.17271 · arxiv_version: 2507.17271v1 · doi: 10.48550/arxiv.2507.17271 · pith_short_12: J5ZBPKGEQAXN · pith_short_16: J5ZBPKGEQAXNKZQB · pith_short_8: J5ZBPKGE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/J5ZBPKGEQAXNKZQBDKVVLJ7GX6 \
  | 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: 4f7217a8c4802ed566011aab55a7e6bf9e6c02b794580d30959fb36c7d938c9e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "be09613daa91bd4523687574ad837266f252b328785d0c298f9484e2e8b5463a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-07-23T07:16:46Z",
    "title_canon_sha256": "c63af30f927c24df5ce3bee0f52fb6386508dc8149a3267a63fcec3d4b5299cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.17271",
    "kind": "arxiv",
    "version": 1
  }
}