Pith Number

pith:IHOBR7AC

pith:2024:IHOBR7ACIFA7IE5EJCDZQGGNIG

not attested not anchored not stored refs pending

The Death of Schema Linking? Text-to-SQL in the Age of Well-Reasoned Language Models

Amine Mhedhbi, Daniel Jaroslawicz, Fadhil Abubaker, Karime Maamari

arxiv:2408.07702 v2 · 2024-08-14 · 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{IHOBR7ACIFA7IE5EJCDZQGGNIG}

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

13 papers in Pith

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

Same Data, Different Schemas: Robustness of LLM-based Text-to-SQL

EviLink: Multi-Path Schema Linking with Uncertainty-Guided Evidence Acquisition for Large-Scale Text-to-SQL

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

Receipt and verification

First computed	2026-07-05T08:56:24.432706Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41dc18fc024141f413a448879818cd41bf57a8a9efa1c0a89387448244e72eda

Aliases

arxiv: 2408.07702 · arxiv_version: 2408.07702v2 · doi: 10.48550/arxiv.2408.07702 · pith_short_12: IHOBR7ACIFA7 · pith_short_16: IHOBR7ACIFA7IE5E · pith_short_8: IHOBR7AC

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/IHOBR7ACIFA7IE5EJCDZQGGNIG \
  | 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: 41dc18fc024141f413a448879818cd41bf57a8a9efa1c0a89387448244e72eda

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84acbd79123bf17fa6d81db1fdb8f5745966860d66668be84180e8d52f98cb94",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-14T17:59:04Z",
    "title_canon_sha256": "b8cb69cfe4abb23c870c097655a4d5616f323fbffaa00c31a51732c36fad211a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.07702",
    "kind": "arxiv",
    "version": 2
  }
}