Pith Number

pith:G4GAQJAA

pith:2023:G4GAQJAAUUAHKQA2Q4XZBB5TTT

not attested not anchored not stored refs pending

Introduction to Transformers: an NLP Perspective

Jingbo Zhu, Tong Xiao

arxiv:2311.17633 v2 · 2023-11-29 · 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{G4GAQJAAUUAHKQA2Q4XZBB5TTT}

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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

Precise Verification of Transformers through ReLU-Catalyzed Abstraction Refinement

Receipt and verification

First computed	2026-07-03T01:17:09.618732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

370c082400a50075401a872f9087b39cc3c2c87b5b1123cc15380c6b9bb6ae87

Aliases

arxiv: 2311.17633 · arxiv_version: 2311.17633v2 · doi: 10.48550/arxiv.2311.17633 · pith_short_12: G4GAQJAAUUAH · pith_short_16: G4GAQJAAUUAHKQA2 · pith_short_8: G4GAQJAA

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/G4GAQJAAUUAHKQA2Q4XZBB5TTT \
  | 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: 370c082400a50075401a872f9087b39cc3c2c87b5b1123cc15380c6b9bb6ae87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "addeff2720e64b6f204947f0250e8e6e56050e1d3e1294bd91da98a46e5f7930",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-29T13:51:04Z",
    "title_canon_sha256": "09fb945d3eaeec54055631a3e9f101278e0fbd31c83cacce0db12b2a65090351"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.17633",
    "kind": "arxiv",
    "version": 2
  }
}