Pith Number

pith:PW4C7G6E

pith:2024:PW4C7G6E3CNDKEPVMOUC5Z7JTF

not attested not anchored not stored refs pending

Text-to-SQL Calibration: No Need to Ask -- Just Rescale Model Probabilities

Ashwin Ramachandran, Sunita Sarawagi

arxiv:2411.16742 v1 · 2024-11-23 · cs.DB · cs.AI · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PW4C7G6E3CNDKEPVMOUC5Z7JTF}

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

Calibrated Confidence Estimation for Tabular Question Answering

Receipt and verification

First computed	2026-07-05T09:40:45.409113Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7db82f9bc4d89a3511f563a82ee7e9996d671690c99875522f1ccaba313c4995

Aliases

arxiv: 2411.16742 · arxiv_version: 2411.16742v1 · doi: 10.48550/arxiv.2411.16742 · pith_short_12: PW4C7G6E3CND · pith_short_16: PW4C7G6E3CNDKEPV · pith_short_8: PW4C7G6E

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/PW4C7G6E3CNDKEPVMOUC5Z7JTF \
  | 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: 7db82f9bc4d89a3511f563a82ee7e9996d671690c99875522f1ccaba313c4995

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08139728d6a8b0a73d7dfcc762e34899057c5436ffc7eba812b1636a764ffd0f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DB",
    "submitted_at": "2024-11-23T19:20:24Z",
    "title_canon_sha256": "1c43fbe764be31c407eb2eaee4e539a50149d34266d6b3696b918bf473375032"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16742",
    "kind": "arxiv",
    "version": 1
  }
}