Pith Number

pith:EQQJICZ7

pith:2025:EQQJICZ7XOUDGV7TG63W4KXRD7

not attested not anchored not stored refs pending

LearNAT: Learning NL2SQL with AST-guided Task Decomposition for Large Language Models

Junfeng Zhao, Rihong Qiu, Tianyu Jia, Weibin Liao, Xin Gao, Xinyu Ma, Yang Lin, Yasha Wang, Yifan Zhu

arxiv:2504.02327 v2 · 2025-04-03 · 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{EQQJICZ7XOUDGV7TG63W4KXRD7}

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.

Cited by

4 papers in Pith

Search for Truth from Reasoning: A Dynamic Representation Editing Framework for Steering LLM Trajectories

The Tell-Tale Norm: $\ell_2$ Magnitude as a Signal for Reasoning Dynamics in Large Language Models

Search for Truth from Reasoning: A Dynamic Representation Editing Framework for Steering LLM Trajectories

LEAF-SQL: Level-wise Exploration with Adaptive Fine-graining for Text-to-SQL Skeleton Prediction

Receipt and verification

First computed	2026-07-03T01:17:11.199591Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2420940b3fbba83357f337b76e2af11fd5db5129a504afbac7997776387141ce

Aliases

arxiv: 2504.02327 · arxiv_version: 2504.02327v2 · doi: 10.48550/arxiv.2504.02327 · pith_short_12: EQQJICZ7XOUD · pith_short_16: EQQJICZ7XOUDGV7T · pith_short_8: EQQJICZ7

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/EQQJICZ7XOUDGV7TG63W4KXRD7 \
  | 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: 2420940b3fbba83357f337b76e2af11fd5db5129a504afbac7997776387141ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ef8c5808262ed62fd4e33211af8eec04a1cd75d83a8d8eeadaedaa354a26c78",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-03T06:59:44Z",
    "title_canon_sha256": "ca9c54cfec0d1cc74249ec1c544851946155b676d833f4e2186b6380327a5228"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.02327",
    "kind": "arxiv",
    "version": 2
  }
}