Pith Number

pith:VVPI6TV6

pith:2024:VVPI6TV63GQR4ZRFEUDZOGRHZP

not attested not anchored not stored refs pending

Harnessing Business and Media Insights with Large Language Models

Ankit Mehta, Ankit Parag Shah, Clare Chen, Connie Miao, Daria Lashkevich, Dengpan Yin, Don Hejna, Eldhose Joy, Eva Siqi Wang, Fabien Boulay, Gina Escobar, Gyuhak Kim, Jiaheng Wei, Jonathan Rivers, Josh On, Koustav Ghosal, Lan Guan, Louise N. Barrere, Mo Nomeli, Natalie E. Pearson, Neeru Narang, Phoebe Morrison, Queena Song, Rahul Basole, Rajeev Maksey, Shelley Evenson, Su Min Park, Sumiran Thakur, Tharindu Cyril Weerasooriya, Tiger He, Tim Major, Wei Wei, Yujia Bao

arxiv:2406.06559 v1 · 2024-06-02 · cs.CL · cs.AI · 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{VVPI6TV63GQR4ZRFEUDZOGRHZP}

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	2026-07-05T08:29:47.404911Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad5e8f4ebed9a11e66252507971a27cbed114d49251a0e9958f8f6e67a3c3ea9

Aliases

arxiv: 2406.06559 · arxiv_version: 2406.06559v1 · doi: 10.48550/arxiv.2406.06559 · pith_short_12: VVPI6TV63GQR · pith_short_16: VVPI6TV63GQR4ZRF · pith_short_8: VVPI6TV6

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/VVPI6TV63GQR4ZRFEUDZOGRHZP \
  | 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: ad5e8f4ebed9a11e66252507971a27cbed114d49251a0e9958f8f6e67a3c3ea9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b6ef947a9c8dd6581fdda4970998ce3a78f6eb4a7bc56d28d494392c160ef49",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-02T06:24:38Z",
    "title_canon_sha256": "02156597033eb5e7c645718a0a2a1666cc0e162731dd309e7156848ff3fb7495"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.06559",
    "kind": "arxiv",
    "version": 1
  }
}