Pith Number

pith:ZZX4Z5QO

pith:2025:ZZX4Z5QOBE7GCXC32TOP5UORPF

not attested not anchored not stored refs pending

Analyzing the Inner Workings of Transformers in Compositional Generalization

Hitomi Yanaka, Ryoma Kumon

arxiv:2502.15277 v1 · 2025-02-21 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZZX4Z5QOBE7GCXC32TOP5UORPF}

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

Shaping Schema via Language Representation as the Next Frontier for LLM Intelligence Expanding

Receipt and verification

First computed	2026-07-05T10:17:59.090063Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce6fccf60e093e615c5bd4dcfed1d179445fbf4488aa784a6d64689e8b498114

Aliases

arxiv: 2502.15277 · arxiv_version: 2502.15277v1 · doi: 10.48550/arxiv.2502.15277 · pith_short_12: ZZX4Z5QOBE7G · pith_short_16: ZZX4Z5QOBE7GCXC3 · pith_short_8: ZZX4Z5QO

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/ZZX4Z5QOBE7GCXC32TOP5UORPF \
  | 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: ce6fccf60e093e615c5bd4dcfed1d179445fbf4488aa784a6d64689e8b498114

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32d0e0f0ba07911cb9a14c98563cd6a890c6b7a8003168698d89006870fa537e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-21T08:07:53Z",
    "title_canon_sha256": "cf07c51bdff590dd49803c59e7d7be45f2cce2df845de067b5b965e17606ac6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15277",
    "kind": "arxiv",
    "version": 1
  }
}