Pith Number

pith:4N7HFPMB

pith:2023:4N7HFPMBPQW3B7W6C5L4IGLKPP

not attested not anchored not stored refs pending

Enhancing Few-shot Text-to-SQL Capabilities of Large Language Models: A Study on Prompt Design Strategies

Arman Cohan, Dragomir Radev, Ellen Zhang, Jaesung Tae, Linyong Nan, Narutatsu Ri, Weijin Zou, Yilun Zhao

arxiv:2305.12586 v1 · 2023-05-21 · 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{4N7HFPMBPQW3B7W6C5L4IGLKPP}

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

Automatic Metadata Extraction for Text-to-SQL

Receipt and verification

First computed	2026-07-05T06:12:12.177270Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e37e72bd817c2db0fede1757c4196a7bfff86c1066520d03a55a82e07a75ae33

Aliases

arxiv: 2305.12586 · arxiv_version: 2305.12586v1 · doi: 10.48550/arxiv.2305.12586 · pith_short_12: 4N7HFPMBPQW3 · pith_short_16: 4N7HFPMBPQW3B7W6 · pith_short_8: 4N7HFPMB

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/4N7HFPMBPQW3B7W6C5L4IGLKPP \
  | 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: e37e72bd817c2db0fede1757c4196a7bfff86c1066520d03a55a82e07a75ae33

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0af439f952631b2df8d51e94797af0b67408eeb7228ac92a667626fc0a45d508",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-21T22:44:25Z",
    "title_canon_sha256": "1fdf3268a8240465d3f67f4e8be8a5a9755ad7873cd57b10b504f7ea593ba61f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.12586",
    "kind": "arxiv",
    "version": 1
  }
}