Pith Number

pith:5FP5RBOU

pith:2024:5FP5RBOUWNJQNYVK6MMBBQCQFA

not attested not anchored not stored refs pending

Understanding the Effects of Noise in Text-to-SQL: An Examination of the BIRD-Bench Benchmark

Amin Ahmadi, Fredrik Gordh Riseby, Niklas Wretblad, Oskar Holmstr\"om, Rahul Biswas

arxiv:2402.12243 v4 · 2024-02-19 · 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{5FP5RBOUWNJQNYVK6MMBBQCQFA}

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

2 papers in Pith

Semantic Layers for Reliable LLM-Powered Data Analytics: A Paired Benchmark of Accuracy and Hallucination Across Three Frontier Models

CA-SQL: Complexity-Aware Inference Time Reasoning for Text-to-SQL via Exploration and Compute Budget Allocation

Receipt and verification

First computed	2026-07-05T08:00:41.185760Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e95fd885d4b35306e2aaf31810c05028049c515ecbaa493510ccab41efd43537

Aliases

arxiv: 2402.12243 · arxiv_version: 2402.12243v4 · doi: 10.48550/arxiv.2402.12243 · pith_short_12: 5FP5RBOUWNJQ · pith_short_16: 5FP5RBOUWNJQNYVK · pith_short_8: 5FP5RBOU

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/5FP5RBOUWNJQNYVK6MMBBQCQFA \
  | 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: e95fd885d4b35306e2aaf31810c05028049c515ecbaa493510ccab41efd43537

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b8772cc276ffd37a2e58a3dff59a3ad90a019c969ca5d90728a12768fd9eeca",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-19T15:58:15Z",
    "title_canon_sha256": "facbe3355e5a87c35b33d7b82ed32360ebce301bd21672e9c14a41bf33ada899"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12243",
    "kind": "arxiv",
    "version": 4
  }
}