Pith. sign in
Pith Number

pith:GHRXSEYZ

pith:2025:GHRXSEYZVRIHSPLGDAD7YQXPHZ
not attested not anchored not stored refs pending

Test code generation at Ericsson using Program Analysis Augmented Fine Tuned LLMs

Balvinder Singh, Dimitris Rentas, Giriprasad Sridhara, Jakub Gajda, Karol Sawicki, Maciej Nalepa, Magnus Sandelin, Sai Krishna, Sourav Mazumdar, Sujoy Roychowdhury

arxiv:2506.11006 v1 · 2025-04-23 · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GHRXSEYZVRIHSPLGDAD7YQXPHZ}

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 2026-07-05T11:20:57.632159Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

31e3791319ac50793d661807fc42ef3e68f486cf4f35154c27b45307c2d24c1d

Aliases

arxiv: 2506.11006 · arxiv_version: 2506.11006v1 · doi: 10.48550/arxiv.2506.11006 · pith_short_12: GHRXSEYZVRIH · pith_short_16: GHRXSEYZVRIHSPLG · pith_short_8: GHRXSEYZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GHRXSEYZVRIHSPLGDAD7YQXPHZ \
  | 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: 31e3791319ac50793d661807fc42ef3e68f486cf4f35154c27b45307c2d24c1d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "457b36737bb8528980ca85a4cc9c1b6cf3d40cba6b9375825a1fdbe44b9e1de7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-04-23T18:18:18Z",
    "title_canon_sha256": "a2df5303729af28392e63c7c54c53a6c6757b3d8edf1fa36c2d1bf743cfb7c39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.11006",
    "kind": "arxiv",
    "version": 1
  }
}