Pith Number

pith:EK5DI2EE

pith:2025:EK5DI2EEDNFA6WGUTDE6YV6WSC

not attested not anchored not stored refs pending

An LLM-Based Approach for Insight Generation in Data Analysis

Adam Elwood, Alaa Boukhary, Alberto S\'anchez P\'erez, Luis Castej\'on Lozano, Paolo Papotti

arxiv:2503.11664 v1 · 2025-02-20 · cs.AI · cs.CL · cs.DB

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EK5DI2EEDNFA6WGUTDE6YV6WSC}

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

Data-to-Dashboard: Multi-Agent LLM Framework for Insightful Visualization in Enterprise Analytics

Receipt and verification

First computed	2026-07-05T10:31:57.597330Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

22ba3468841b4a0f58d498c9ec57d6909d50f5e63ac10ce0db69a0f45b3dadbc

Aliases

arxiv: 2503.11664 · arxiv_version: 2503.11664v1 · doi: 10.48550/arxiv.2503.11664 · pith_short_12: EK5DI2EEDNFA · pith_short_16: EK5DI2EEDNFA6WGU · pith_short_8: EK5DI2EE

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/EK5DI2EEDNFA6WGUTDE6YV6WSC \
  | 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: 22ba3468841b4a0f58d498c9ec57d6909d50f5e63ac10ce0db69a0f45b3dadbc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d250caebb49f379159b2452f165dc6d7596d4eed3e425e6d5f308975560a12e",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.DB"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-20T17:09:59Z",
    "title_canon_sha256": "374dafe8b1c9d8c5294b8b256ba0b6b75a18f812a569819c4b2c8c660bc27d90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.11664",
    "kind": "arxiv",
    "version": 1
  }
}