Pith Number

pith:APYB5ZRV

pith:2026:APYB5ZRVH3VBMR67J4E3C4WKUH

not attested not anchored not stored refs pending

An Efficient and Effective Evaluator for Text2SQL Models on Unseen and Unlabeled Data

Hongzhi Yin, Quoc Viet Hung Nguyen, Thanh Tam Nguyen, Trinh Pham, Viet Huynh

arxiv:2603.07841 v2 · 2026-03-08 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{APYB5ZRVH3VBMR67J4E3C4WKUH}

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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.

Cited by

1 paper in Pith

Learning to Evaluate: Cost-Effective Model Evaluation on Unlabeled Data with Meta-Learning

Receipt and verification

First computed	2026-07-28T01:22:31.131159Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03f01ee6353eea1647df4f09b172caa1d25aabea7957e8c3cd4e8e3dfae98f91

Aliases

arxiv: 2603.07841 · arxiv_version: 2603.07841v2 · doi: 10.48550/arxiv.2603.07841 · pith_short_12: APYB5ZRVH3VB · pith_short_16: APYB5ZRVH3VBMR67 · pith_short_8: APYB5ZRV

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/APYB5ZRVH3VBMR67J4E3C4WKUH \
  | 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: 03f01ee6353eea1647df4f09b172caa1d25aabea7957e8c3cd4e8e3dfae98f91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a33ab310f43be842f569a809a33fbaf2d843482400cdece2746d7785adb4ab85",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-03-08T23:14:18Z",
    "title_canon_sha256": "9f228cd1b868f28c88fc985e4f9115542a1681454765e72b79d8dd17e277cdd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.07841",
    "kind": "arxiv",
    "version": 2
  }
}