Pith Number

pith:6OB4AOFG

pith:2024:6OB4AOFGQPMFSQFQDGHVBUCEUU

not attested not anchored not stored refs pending

A Survey of Large Language Model-Based Generative AI for Text-to-SQL: Benchmarks, Applications, Use Cases, and Challenges

Abul Ehtesham, Aditi Singh, Akash Shetty, Saket Kumar, Tala Talaei Khoei

arxiv:2412.05208 v2 · 2024-12-06 · cs.AI · cs.DB

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6OB4AOFGQPMFSQFQDGHVBUCEUU}

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

1 paper in Pith

CYGNET: Cypher Gate for Neural Execution Triage and Cost Containment

Receipt and verification

First computed	2026-07-05T10:04:20.528391Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f383c038a683d85940b0198f50d044a52fe91beba56e1b08542df0a49f698f29

Aliases

arxiv: 2412.05208 · arxiv_version: 2412.05208v2 · doi: 10.48550/arxiv.2412.05208 · pith_short_12: 6OB4AOFGQPMF · pith_short_16: 6OB4AOFGQPMFSQFQ · pith_short_8: 6OB4AOFG

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/6OB4AOFGQPMFSQFQDGHVBUCEUU \
  | 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: f383c038a683d85940b0198f50d044a52fe91beba56e1b08542df0a49f698f29

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "567d3a372dd9fc29b6059c5f6c60031d65d3d926c978dbdfd3dd30e0d421a011",
    "cross_cats_sorted": [
      "cs.DB"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-06T17:36:28Z",
    "title_canon_sha256": "974fd04d1798ac65006df61507bdfc85d4a2fcdbed641a428d8734ffb3bc2bb4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05208",
    "kind": "arxiv",
    "version": 2
  }
}