Pith Number

pith:BRUEUC25

pith:2023:BRUEUC25YCSJCX56V4K7AEF7I7

not attested not anchored not stored refs pending

Generative Models as a Complex Systems Science: How can we make sense of large language model behavior?

Ari Holtzman, Luke Zettlemoyer, Peter West

arxiv:2308.00189 v1 · 2023-07-31 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BRUEUC25YCSJCX56V4K7AEF7I7}

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

Prompting as Scientific Inquiry

Receipt and verification

First computed	2026-07-05T06:36:15.460476Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c684a0b5dc0a4915fbeaf15f010bf47df7e5c8733aed1a7130bedcf3c68d908

Aliases

arxiv: 2308.00189 · arxiv_version: 2308.00189v1 · doi: 10.48550/arxiv.2308.00189 · pith_short_12: BRUEUC25YCSJ · pith_short_16: BRUEUC25YCSJCX56 · pith_short_8: BRUEUC25

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/BRUEUC25YCSJCX56V4K7AEF7I7 \
  | 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: 0c684a0b5dc0a4915fbeaf15f010bf47df7e5c8733aed1a7130bedcf3c68d908

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe14fc8b9667a3808267a218d420cadfd58c8626c41c8d933384dc72bf5b3cea",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-31T22:58:41Z",
    "title_canon_sha256": "a5757aac8ba56bbe0fe1da1b4d2896602ef8bbc078fad760e992f299e42b4b5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.00189",
    "kind": "arxiv",
    "version": 1
  }
}