Pith Number

pith:7PWO22UI

pith:2024:7PWO22UI74GVXIHXNKBSNOPD6C

not attested not anchored not stored refs pending

CHESS: Contextual Harnessing for Efficient SQL Synthesis

Amin Saberi, Azalia Mirhoseini, Mohammadreza Pourreza, Shayan Talaei, Yu-Chen Chang

arxiv:2405.16755 v3 · 2024-05-27 · cs.LG · cs.AI · cs.DB

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7PWO22UI74GVXIHXNKBSNOPD6C}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more

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

19 papers in Pith

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DeepEye-SQL: A Software-Engineering-Inspired Text-to-SQL Framework

MARS-SQL: A multi-agent reinforcement learning framework for Text-to-SQL

SpotIt+: Verification-based Text-to-SQL Evaluation with Database Constraints

Receipt and verification

First computed	2026-05-19T11:18:05.503924Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fbeced6a88ff0d5ba0f76a8326b9e3f0b96b39528c853833fa074bcaa0a6b323

Aliases

arxiv: 2405.16755 · arxiv_version: 2405.16755v3 · doi: 10.48550/arxiv.2405.16755 · pith_short_12: 7PWO22UI74GV · pith_short_16: 7PWO22UI74GVXIHX · pith_short_8: 7PWO22UI

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/7PWO22UI74GVXIHXNKBSNOPD6C \
  | 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: fbeced6a88ff0d5ba0f76a8326b9e3f0b96b39528c853833fa074bcaa0a6b323

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f98c47fbb8e435cecbed6972cbe9a4eba63c05b78d5812be6c38225e32136904",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DB"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-27T01:54:16Z",
    "title_canon_sha256": "51bde4a65358a2c3c620aa9b06c802754c8c9029d43dd4b849f433cec8a428f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16755",
    "kind": "arxiv",
    "version": 3
  }
}