Pith Number

pith:HFHG6TPH

pith:2024:HFHG6TPHQWIHHTLC4JF3SEOAY2

not attested not anchored not stored refs pending

Understanding Transformer Reasoning Capabilities via Graph Algorithms

Anton Tsitsulin, Bahare Fatemi, Bryan Perozzi, Clayton Sanford, Ethan Hall, Jonathan Halcrow, Mehran Kazemi, Vahab Mirrokni

arxiv:2405.18512 v1 · 2024-05-28 · 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{HFHG6TPHQWIHHTLC4JF3SEOAY2}

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

3 papers in Pith

Lost in Tokenization: Fundamental Trade-offs in Graph Tokenization for Transformers

Deep sequence models tend to memorize geometrically; it is unclear why

Evaluating LLMs on Large-Scale Graph Property Estimation via Random Walks

Receipt and verification

First computed	2026-07-05T08:24:43.769036Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

394e6f4de7859073cd62e24bb911c0c6904921735b8eaec8d658eebf7dcc1114

Aliases

arxiv: 2405.18512 · arxiv_version: 2405.18512v1 · doi: 10.48550/arxiv.2405.18512 · pith_short_12: HFHG6TPHQWIH · pith_short_16: HFHG6TPHQWIHHTLC · pith_short_8: HFHG6TPH

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/HFHG6TPHQWIHHTLC4JF3SEOAY2 \
  | 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: 394e6f4de7859073cd62e24bb911c0c6904921735b8eaec8d658eebf7dcc1114

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c8e81ed61cdd965cd6fc7dcf2177a159232c8e9b8dfd1fc1b44dee12da8f765",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-28T18:31:14Z",
    "title_canon_sha256": "2c67d4be1ffb5fb95f7c2432f9e145b77af7a69aa8b58d47c0a0a38abb594e12"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.18512",
    "kind": "arxiv",
    "version": 1
  }
}