Pith Number

pith:QZYGY5AR

pith:2026:QZYGY5ARUNIEDZTCQ2EOUO3M7X

not attested not anchored not stored refs pending

The Nuts and Bolts of Natural Language to SQL Translation: A Systematic Analysis of Model Pipeline Optimisation Approaches and their Interactions

Bora Caglayan, Filip Klubicka, John D. Kelleher, Mingxue Wang, Sneha Rautmare, Vasudevan Nedumpozhimana

arxiv:2607.10911 v1 · 2026-07-12 · cs.CL · cs.AI · cs.DB

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QZYGY5ARUNIEDZTCQ2EOUO3M7X}

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	2026-07-14T01:21:47.428567Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86706c7411a35041e6628688ea3b6cfdc7622913e8a4cd1682a17aeb6e024a5d

Aliases

arxiv: 2607.10911 · arxiv_version: 2607.10911v1 · doi: 10.48550/arxiv.2607.10911 · pith_short_12: QZYGY5ARUNIE · pith_short_16: QZYGY5ARUNIEDZTC · pith_short_8: QZYGY5AR

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/QZYGY5ARUNIEDZTCQ2EOUO3M7X \
  | 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: 86706c7411a35041e6628688ea3b6cfdc7622913e8a4cd1682a17aeb6e024a5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1360cdeabfb4dc47f1d850fa25444386fbc2b1d5e83e91aabb5369f928474da3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DB"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-12T20:30:50Z",
    "title_canon_sha256": "10aab18b81d05071e760da19ef8cfb41b2fb0217d6c311f62e157b984a7c660b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.10911",
    "kind": "arxiv",
    "version": 1
  }
}