Pith Number

pith:D4JTGDMB

pith:2024:D4JTGDMBJDPA7DI3JDFP6UOJQM

not attested not anchored not stored refs pending

FLEX: Expert-level False-Less EXecution Metric for Reliable Text-to-SQL Benchmark

Heegyu Kim, Hyunsouk Cho, Seunghwan Choi, Seungtaek Choi, Taeyang Jeon

arxiv:2409.19014 v4 · 2024-09-24 · cs.CL · cs.IR · 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{D4JTGDMBJDPA7DI3JDFP6UOJQM}

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

Access Paths for Efficient Ordering with Large Language Models

Agent-Agnostic Evaluation of SQL Accuracy in Production Text-to-SQL Systems

Receipt and verification

First computed	2026-07-05T09:27:05.276239Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f13330d8148de0f8d1b48caff51c98314682b9b4e84d428d23a7950ab83d3aa

Aliases

arxiv: 2409.19014 · arxiv_version: 2409.19014v4 · doi: 10.48550/arxiv.2409.19014 · pith_short_12: D4JTGDMBJDPA · pith_short_16: D4JTGDMBJDPA7DI3 · pith_short_8: D4JTGDMB

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/D4JTGDMBJDPA7DI3JDFP6UOJQM \
  | 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: 1f13330d8148de0f8d1b48caff51c98314682b9b4e84d428d23a7950ab83d3aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "411a68ae7d8d1ff2e14169e8c028ac7769c6915886255418ef962f48d9b0411f",
    "cross_cats_sorted": [
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-24T01:40:50Z",
    "title_canon_sha256": "fc3ba7e03276df41456e6289395ce3676e6ee0677a973d34de508de4277c6263"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.19014",
    "kind": "arxiv",
    "version": 4
  }
}