Pith Number

pith:5X4576VL

pith:2024:5X4576VLLETRGT47DZGQX3OGKF

not attested not anchored not stored refs pending

Contextual Counting: A Mechanistic Study of Transformers on a Quantitative Task

Alberto Bietti, Bruno R\'egaldo-Saint Blancard, Geraud Krawezik, Keiya Hirashima, Kyunghyun Cho, Liam Holden Parker, Mariel Pettee, Michael Eickenberg, Michael McCabe, Miles Cranmer, Nicholas Lourie, Ruben Ohana, Rudy Morel, Shirley Ho, Siavash Golkar

arxiv:2406.02585 v1 · 2024-05-30 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5X4576VLLETRGT47DZGQX3OGKF}

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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

Understanding Counting Mechanisms in Large Language and Vision-Language Models

Receipt and verification

First computed	2026-07-05T08:27:27.345981Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

edf9dffaab5927134f9f1e4d0bedc65167bc521e942989795149ef07d820677e

Aliases

arxiv: 2406.02585 · arxiv_version: 2406.02585v1 · doi: 10.48550/arxiv.2406.02585 · pith_short_12: 5X4576VLLETR · pith_short_16: 5X4576VLLETRGT47 · pith_short_8: 5X4576VL

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/5X4576VLLETRGT47DZGQX3OGKF \
  | 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: edf9dffaab5927134f9f1e4d0bedc65167bc521e942989795149ef07d820677e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "888546ae389831d7a3e79bd556e0fa7b60d707b3369583429a666687760989f5",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-30T20:52:23Z",
    "title_canon_sha256": "4c3d3e3ffe7155ffd045439d560f692410c3eaaf46ca529de72f906c7eebc1ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.02585",
    "kind": "arxiv",
    "version": 1
  }
}