Pith Number

pith:QJXHA7KF

pith:2024:QJXHA7KFPH4OWOKB5PMSODSV7T

not attested not anchored not stored refs pending

Meta-Models: An Architecture for Decoding LLM Behaviors Through Interpreted Embeddings and Natural Language

Anthony Costarelli, Mat Allen, Severin Field

arxiv:2410.02472 v3 · 2024-10-03 · cs.LG · 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{QJXHA7KFPH4OWOKB5PMSODSV7T}

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

PRISM: Recovering Instruction Sets from Language Model Activations

Receipt and verification

First computed	2026-07-05T09:32:32.927327Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

826e707d4579f8eb3941ebd9270e55fcdc58c174d71d6cd3e1ad8fd4dfd0ed11

Aliases

arxiv: 2410.02472 · arxiv_version: 2410.02472v3 · doi: 10.48550/arxiv.2410.02472 · pith_short_12: QJXHA7KFPH4O · pith_short_16: QJXHA7KFPH4OWOKB · pith_short_8: QJXHA7KF

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/QJXHA7KFPH4OWOKB5PMSODSV7T \
  | 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: 826e707d4579f8eb3941ebd9270e55fcdc58c174d71d6cd3e1ad8fd4dfd0ed11

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5904b51169a79bbeb203c1945063ccff6cec0df61f39c60656a25e3897fc567",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-03T13:25:15Z",
    "title_canon_sha256": "33ee011de4f67ebbb4ec1ca36a677f0e82270b28b5be9e08b915fe3a380f21cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02472",
    "kind": "arxiv",
    "version": 3
  }
}