Pith Number

pith:7LPFWBJB

pith:2024:7LPFWBJBYYEMHAK5S2WSU2ULC7

not attested not anchored not stored refs pending

A Preview of XiYan-SQL: A Multi-Generator Ensemble Framework for Text-to-SQL

Jinyang Gao, Liyu Mou, Shiqi Li, Wei Li, Xiaorong Shi, Xiaoxia Li, Yifu Liu, Yiming Wang, Yingqi Gao, Yin Zhu, Yu Li, Yuntao Hong, Zhiling Luo

arxiv:2411.08599 v3 · 2024-11-13 · cs.AI · cs.CL · cs.DB · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7LPFWBJBYYEMHAK5S2WSU2ULC7}

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

10 papers in Pith

Knapsack Optimization-based Schema Linking for LLM-based Text-to-SQL Generation

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

XiYan-SQL: A Novel Multi-Generator Framework For Text-to-SQL

MARS-SQL: A multi-agent reinforcement learning framework for Text-to-SQL

Draft-Refine-Optimize: Self-Evolved Learning for Natural Language to MongoDB Query Generation

Receipt and verification

First computed	2026-07-05T10:12:02.208636Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fade5b0521c608c3815d96ad2a6a8b17e84f3bb47842e702e3cd79734f615083

Aliases

arxiv: 2411.08599 · arxiv_version: 2411.08599v3 · doi: 10.48550/arxiv.2411.08599 · pith_short_12: 7LPFWBJBYYEM · pith_short_16: 7LPFWBJBYYEMHAK5 · pith_short_8: 7LPFWBJB

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/7LPFWBJBYYEMHAK5S2WSU2ULC7 \
  | 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: fade5b0521c608c3815d96ad2a6a8b17e84f3bb47842e702e3cd79734f615083

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50d662e8347f411c906bfce0d797c49b08ce786b87af1a7fc87f4014d7501006",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.DB",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-11-13T13:30:21Z",
    "title_canon_sha256": "d29a6faa5181d42ef6d10168895282803629249208aeb692637ef3c52d659911"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.08599",
    "kind": "arxiv",
    "version": 3
  }
}