Pith Number

pith:KQ3FCDEP

pith:2026:KQ3FCDEP7ULWW3NFII35XO2VKJ

not attested not anchored not stored refs pending

Business Utility of Large Language Models as Exploratory Data Analysis Agents

Cezary Depta, Hubert Rutkowski, Jan Kanty Milczek, Jaros{\l}aw Kochanowicz, Patryk Miziu{\l}a, Rafa{\l} {\L}ab\k{e}dzki, Szymon Betlewski, Szymon Janowski

arxiv:2606.00051 v1 · 2026-05-08 · cs.CY · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KQ3FCDEP7ULWW3NFII35XO2VKJ}

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.

Receipt and verification

First computed	2026-06-02T00:03:13.411947Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5436510c8ffd176b6da54237dbbb55524d54addc8587dc81cee425652168c9c6

Aliases

arxiv: 2606.00051 · arxiv_version: 2606.00051v1 · doi: 10.48550/arxiv.2606.00051 · pith_short_12: KQ3FCDEP7ULW · pith_short_16: KQ3FCDEP7ULWW3NF · pith_short_8: KQ3FCDEP

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/KQ3FCDEP7ULWW3NFII35XO2VKJ \
  | 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: 5436510c8ffd176b6da54237dbbb55524d54addc8587dc81cee425652168c9c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8832887355ed27d8e51187578bf1cfd2b0fe2b6659ba458074a2de606d684f15",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2026-05-08T08:23:10Z",
    "title_canon_sha256": "7f317a67bc3862629e30cbb9fb644298cad9829afb91677299ec0ec2b06bfdd1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.00051",
    "kind": "arxiv",
    "version": 1
  }
}