Pith Number

pith:IOZSD7DW

pith:2025:IOZSD7DWMQIISVIYKT2O2TRHWI

not attested not anchored not stored refs pending

Bridging the Gap: Transforming Natural Language Questions into SQL Queries via Abstract Query Pattern and Contextual Schema Markup

Dan Zhang, Fan Zhang, Hongbing Hu, Siyuan Chai, Wei Wang, Yonghui Kong

arxiv:2502.14682 v1 · 2025-02-20 · cs.CL

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

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\usepackage{pith}
\pithnumber{IOZSD7DWMQIISVIYKT2O2TRHWI}

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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

2 papers in Pith

Adapt to Thrive! Adaptive Power-Mean Policy Optimization for Improved LLM Reasoning

Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs

Receipt and verification

First computed	2026-07-05T10:17:31.094573Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43b321fc76641089551854f4ed4e27b2310379443121137a8cae3c6d9e0732f7

Aliases

arxiv: 2502.14682 · arxiv_version: 2502.14682v1 · doi: 10.48550/arxiv.2502.14682 · pith_short_12: IOZSD7DWMQII · pith_short_16: IOZSD7DWMQIISVIY · pith_short_8: IOZSD7DW

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/IOZSD7DWMQIISVIYKT2O2TRHWI \
  | 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: 43b321fc76641089551854f4ed4e27b2310379443121137a8cae3c6d9e0732f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "653bee84e3f1f35058f5afe3a7e34bd28b69693e3ea1bceb516e23d4c0018cab",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-20T16:11:27Z",
    "title_canon_sha256": "8ea0ed31d68f2c7ff7f2fc90cd8544e21555e4067b9603f0685524198b1af028"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14682",
    "kind": "arxiv",
    "version": 1
  }
}