Pith. sign in
Pith Number

pith:PPJGS2D3

pith:2026:PPJGS2D3HRN5L2LXZXRSOKIZ7M
not attested not anchored not stored refs pending

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline

Morris Lee

arxiv:2608.09254 v1 · 2026-08-10 · cs.AI · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PPJGS2D3HRN5L2LXZXRSOKIZ7M}

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 2026-08-11T02:22:11.266585Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7bd269687b3c5bd5e977cde3272919fb2cb22ac215ecfea37495cb68b490f7f2

Aliases

arxiv: 2608.09254 · arxiv_version: 2608.09254v1 · doi: 10.48550/arxiv.2608.09254 · pith_short_12: PPJGS2D3HRN5 · pith_short_16: PPJGS2D3HRN5L2LX · pith_short_8: PPJGS2D3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PPJGS2D3HRN5L2LXZXRSOKIZ7M \
  | 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: 7bd269687b3c5bd5e977cde3272919fb2cb22ac215ecfea37495cb68b490f7f2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6e5b04d502f6061224d4cb37493344abdb44a037e5ab7152deb57fc49b1c5cb5",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-08-10T08:14:24Z",
    "title_canon_sha256": "1f43d154f6b055e0361ba77f63f078b0efbc8fb10b4ea70d71874be3a192d77e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.09254",
    "kind": "arxiv",
    "version": 1
  }
}