Pith Number

pith:T3D2FRVO

pith:2023:T3D2FRVOKA7LDHD2BNGWTVGZPV

not attested not anchored not stored refs pending

MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL

Bing Wang, Changyu Ren, Di Yin, Jian Yang, Jiaqi Bai, Linzheng Chai, Qian-Wen Zhang, Xing Sun, Xinnian Liang, Zhao Yan, Zhoujun Li

arxiv:2312.11242 v6 · 2023-12-18 · 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{T3D2FRVOKA7LDHD2BNGWTVGZPV}

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

9 papers in Pith

Schema-First Retrieval: Embedding Catalogs for Natural Language Analytics

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

AgentNLQ: A General-Purpose Agent for Natural Language to SQL

CHESS: Contextual Harnessing for Efficient SQL Synthesis

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

Receipt and verification

First computed	2026-07-05T10:33:02.619209Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ec7a2c6ae503eb19c7a0b4d69d4d97d473efd81174ff61e66521ac2373298ca

Aliases

arxiv: 2312.11242 · arxiv_version: 2312.11242v6 · doi: 10.48550/arxiv.2312.11242 · pith_short_12: T3D2FRVOKA7L · pith_short_16: T3D2FRVOKA7LDHD2 · pith_short_8: T3D2FRVO

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/T3D2FRVOKA7LDHD2BNGWTVGZPV \
  | 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: 9ec7a2c6ae503eb19c7a0b4d69d4d97d473efd81174ff61e66521ac2373298ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "828a66f9473621d81427f57364b49732abb99be70da320f73548f0e6f1fcb556",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-18T14:40:20Z",
    "title_canon_sha256": "1af782690631470e3563da8ab038123baae8e353448c113de907ae432419f0e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.11242",
    "kind": "arxiv",
    "version": 6
  }
}