Pith Number

pith:SMWCGYZL

pith:2022:SMWCGYZLKXNYGWNEFE4VC7W6FO

not attested not anchored not stored refs pending

Evaluating the Text-to-SQL Capabilities of Large Language Models

Dzmitry Bahdanau, Nitarshan Rajkumar, Raymond Li

arxiv:2204.00498 v1 · 2022-03-15 · 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{SMWCGYZLKXNYGWNEFE4VC7W6FO}

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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

When TableQA Meets Noise: A Dual Denoising Framework for Complex Questions and Large-scale Tables

ClinQueryAgent: A Conversational Agent for Population Health Management

Retrieve Only Relevant Tables Whether Few or Many: Adaptive Table Retrieval Method

CHESS: Contextual Harnessing for Efficient SQL Synthesis

A Survey on Large Language Models for Code Generation

Receipt and verification

First computed	2026-07-05T04:10:48.000193Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

932c23632b55db8359a42939517ede2b8f6852b954bfbf318faf3175fdb96347

Aliases

arxiv: 2204.00498 · arxiv_version: 2204.00498v1 · doi: 10.48550/arxiv.2204.00498 · pith_short_12: SMWCGYZLKXNY · pith_short_16: SMWCGYZLKXNYGWNE · pith_short_8: SMWCGYZL

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/SMWCGYZLKXNYGWNEFE4VC7W6FO \
  | 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: 932c23632b55db8359a42939517ede2b8f6852b954bfbf318faf3175fdb96347

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d579cf5090181b659068b55c2f5cec28908478c247509e05c0c304bb876bb499",
    "cross_cats_sorted": [
      "cs.DB",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-03-15T17:23:53Z",
    "title_canon_sha256": "f96f9b072148e95e711a7ff584be9ed7acd6da62392ccdc8ea9ab80c1f290cd4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.00498",
    "kind": "arxiv",
    "version": 1
  }
}