Pith Number

pith:MPM6Y3UV

pith:2024:MPM6Y3UVPAYE4JKPRURLWPEV5H

not attested not anchored not stored refs pending

GPT-2 Through the Lens of Vector Symbolic Architectures

Hanspeter Pfister, Hendrik Strobelt, Johannes Knittel, Tushaar Gangavarapu

arxiv:2412.07947 v1 · 2024-12-10 · 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{MPM6Y3UVPAYE4JKPRURLWPEV5H}

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.

Receipt and verification

First computed	2026-07-05T09:47:41.595467Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63d9ec6e9578304e254f8d22bb3c95e9e3204fa02570a34a97714dc8e7636f9e

Aliases

arxiv: 2412.07947 · arxiv_version: 2412.07947v1 · doi: 10.48550/arxiv.2412.07947 · pith_short_12: MPM6Y3UVPAYE · pith_short_16: MPM6Y3UVPAYE4JKP · pith_short_8: MPM6Y3UV

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/MPM6Y3UVPAYE4JKPRURLWPEV5H \
  | 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: 63d9ec6e9578304e254f8d22bb3c95e9e3204fa02570a34a97714dc8e7636f9e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "046ae048c407a050ce722a28732d0c255651ad4d939a115f4d15e596bf818cd6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T22:20:36Z",
    "title_canon_sha256": "b5e9b9b668e48e7517f149a43c41d0013ef9812fc6c45b14410e6a8025269612"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07947",
    "kind": "arxiv",
    "version": 1
  }
}