Pith Number

pith:KSBWYULU

pith:2023:KSBWYULUSBG3YUK2BXUJGC7OWF

not attested not anchored not stored refs pending

A Cost Analysis of Generative Language Models and Influence Operations

Micah Musser

arxiv:2308.03740 v1 · 2023-08-07 · 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{KSBWYULUSBG3YUK2BXUJGC7OWF}

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

Pruning General Large Language Models into Customized Expert Models

Receipt and verification

First computed	2026-07-05T06:38:21.022892Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54836c5174904dbc515a0de8930beeb14863d0bfd708ce266ff80960a77f171a

Aliases

arxiv: 2308.03740 · arxiv_version: 2308.03740v1 · doi: 10.48550/arxiv.2308.03740 · pith_short_12: KSBWYULUSBG3 · pith_short_16: KSBWYULUSBG3YUK2 · pith_short_8: KSBWYULU

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/KSBWYULUSBG3YUK2BXUJGC7OWF \
  | 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: 54836c5174904dbc515a0de8930beeb14863d0bfd708ce266ff80960a77f171a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7127ea910f1e473457023a172306033aabe2b9eaa87165a630d381f839ec824f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2023-08-07T17:38:41Z",
    "title_canon_sha256": "f3561d05587f81e6f5a9d57a78f7be8009f9f014d1cb6669d2fd4db7ed1e79da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.03740",
    "kind": "arxiv",
    "version": 1
  }
}