pith. sign in
Pith Number

pith:O25KOHPE

pith:2026:O25KOHPEFQJCEN47TU22DHBGIA
not attested not anchored not stored refs pending

LLM-Based Discovery of Latent Requirements from Stakeholder Conversations: Preliminary Results from Industry

Martin Lochner, Mehrdad Sabetzadeh, Mithila Sivakumar, Shiva Nejati

arxiv:2606.25867 v1 · 2026-06-24 · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{O25KOHPEFQJCEN47TU22DHBGIA}

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 2026-06-25T01:18:41.636020Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

76baa71de42c1222379f9d35a19c26403db4c68e3b0a0ac522ca95bdcb8076cc

Aliases

arxiv: 2606.25867 · arxiv_version: 2606.25867v1 · doi: 10.48550/arxiv.2606.25867 · pith_short_12: O25KOHPEFQJC · pith_short_16: O25KOHPEFQJCEN47 · pith_short_8: O25KOHPE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/O25KOHPEFQJCEN47TU22DHBGIA \
  | 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: 76baa71de42c1222379f9d35a19c26403db4c68e3b0a0ac522ca95bdcb8076cc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "dea4f37b5eed7e73ae0fa254e8e652e76ed2fa54d3fdcb7b2ac7ce28d6f8815e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-06-24T14:14:07Z",
    "title_canon_sha256": "2de1b8b0768f0e077cd072fcb09f5294870ce432378df08700b62cb907e1b1bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.25867",
    "kind": "arxiv",
    "version": 1
  }
}