Pith Number

pith:OYODNFWS

pith:2022:OYODNFWSFPWZ2YTWKXHYPHC4IE

not attested not anchored not stored refs pending

Talking About Large Language Models

Murray Shanahan

arxiv:2212.03551 v5 · 2022-12-07 · cs.CL · 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{OYODNFWSFPWZ2YTWKXHYPHC4IE}

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

6 papers in Pith

Radical AI Interpretability

The Impossibility of Eliciting Latent Knowledge

Exploring Cross-lingual Latent Transplantation: Mutual Opportunities and Open Challenges

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions

Anthropomorphism and Trust in Human-Large Language Model interactions

Receipt and verification

First computed	2026-07-05T05:42:29.562482Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

761c3696d22bed9d627655cf879c5c4113499009db85cb0bf214ee88e656f5a6

Aliases

arxiv: 2212.03551 · arxiv_version: 2212.03551v5 · doi: 10.48550/arxiv.2212.03551 · pith_short_12: OYODNFWSFPWZ · pith_short_16: OYODNFWSFPWZ2YTW · pith_short_8: OYODNFWS

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/OYODNFWSFPWZ2YTWKXHYPHC4IE \
  | 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: 761c3696d22bed9d627655cf879c5c4113499009db85cb0bf214ee88e656f5a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb80e393bfed393f063140bf142bd212546291200807af9ebe94f337f62586ac",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-07T10:01:44Z",
    "title_canon_sha256": "f2c996a46e52a5c91d1bb082c89c0093b2ef4a2f0ff95a1e970a1611ac578619"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.03551",
    "kind": "arxiv",
    "version": 5
  }
}