Pith Number

pith:6WZP4GZ7

pith:2021:6WZP4GZ7XATHEF5DQLEEVMMB3W

not attested not anchored not stored refs pending

Do Language Models Have Beliefs? Methods for Detecting, Updating, and Visualizing Model Beliefs

Asli Celikyilmaz, Mohit Bansal, Mona Diab, Peter Hase, Srinivasan Iyer, Veselin Stoyanov, Xian Li, Zornitsa Kozareva

arxiv:2111.13654 v1 · 2021-11-26 · 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{6WZP4GZ7XATHEF5DQLEEVMMB3W}

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

3 papers in Pith

ToxiREX: A Dataset on Toxic REasoning in ConteXt

Locating and Editing Factual Associations in GPT

Mass-Editing Memory in a Transformer

Receipt and verification

First computed	2026-07-05T03:35:23.401150Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f5b2fe1b3fb8267217a382c84ab181ddba2795a67b4e3d1989af8aceefb6684e

Aliases

arxiv: 2111.13654 · arxiv_version: 2111.13654v1 · doi: 10.48550/arxiv.2111.13654 · pith_short_12: 6WZP4GZ7XATH · pith_short_16: 6WZP4GZ7XATHEF5D · pith_short_8: 6WZP4GZ7

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/6WZP4GZ7XATHEF5DQLEEVMMB3W \
  | 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: f5b2fe1b3fb8267217a382c84ab181ddba2795a67b4e3d1989af8aceefb6684e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cef7b4fe4f21691351447232a6886efdc8de3ca373f3634bacc054f0d28e1eea",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-11-26T18:33:59Z",
    "title_canon_sha256": "65c2587dd0ae8bd6715f2ebd4affa51bfeb5eb908bd49a1bffa1b5037cfcf791"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.13654",
    "kind": "arxiv",
    "version": 1
  }
}