Pith Number

pith:MIR7ZKTJ

pith:2025:MIR7ZKTJBJGFBF7XUSO2ZU7A4N

not attested not anchored not stored refs pending

Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL

Amin Saberi, Azalia Mirhoseini, Hailong Li, Mohammadreza Pourreza, Ruoxi Sun, Sercan "O. Arik, Shayan Talaei, Xingchen Wan

arxiv:2503.23157 v2 · 2025-03-29 · cs.LG · cs.AI · cs.DB · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MIR7ZKTJBJGFBF7XUSO2ZU7A4N}

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

12 papers in Pith

TAHOE: Text-to-SQL with Automated Hint Optimization from Experience

Progress-SQL: Improving Reinforcement Learning for Text-to-SQL via Progressive Rewards

EXPO-SQL: Execution-based Clause-level Policy Optimization for Text-to-SQL

Cheaper, Better, Faster, Stronger: Robust Text-to-SQL without Chain-of-Thought or Fine-Tuning

Residual Skill Optimization for Text-to-SQL Ensembles

Receipt and verification

First computed	2026-07-05T10:42:45.861411Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6223fcaa690a4c5097f7a49dacd3e0e37660985de3fe674e20a294a3c01bdd84

Aliases

arxiv: 2503.23157 · arxiv_version: 2503.23157v2 · doi: 10.48550/arxiv.2503.23157 · pith_short_12: MIR7ZKTJBJGF · pith_short_16: MIR7ZKTJBJGFBF7X · pith_short_8: MIR7ZKTJ

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/MIR7ZKTJBJGFBF7XUSO2ZU7A4N \
  | 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: 6223fcaa690a4c5097f7a49dacd3e0e37660985de3fe674e20a294a3c01bdd84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7a2885f315c6b10e3aff8bb967fc315e3ed5f711fafea8bbb5cb91892d02baa",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DB",
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-29T17:29:30Z",
    "title_canon_sha256": "0037b5fbaf9a3498b084a52f1ccd5cc9b7d89dd909ac7cb3cd1eba69a338b1ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23157",
    "kind": "arxiv",
    "version": 2
  }
}