Pith Number

pith:QSOT6O3W

pith:2025:QSOT6O3W2RIVXC7HSVXWI7DZHQ

not attested not anchored not stored refs pending

Too Big to Think: Capacity, Memorization, and Generalization in Pre-Trained Transformers

Devin White, Joshua Barron

arxiv:2506.09099 v2 · 2025-06-10 · cs.LG · cs.AI · 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{QSOT6O3W2RIVXC7HSVXWI7DZHQ}

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

Absurd World: A Simple Yet Powerful Method to Absurdify the Real-world for Probing LLM Reasoning Capabilities

Receipt and verification

First computed	2026-07-05T11:23:29.681220Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

849d3f3b76d4515b8be7956f647c793c06724c07b4a938b51d8004d5a8fa7cf2

Aliases

arxiv: 2506.09099 · arxiv_version: 2506.09099v2 · doi: 10.48550/arxiv.2506.09099 · pith_short_12: QSOT6O3W2RIV · pith_short_16: QSOT6O3W2RIVXC7H · pith_short_8: QSOT6O3W

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/QSOT6O3W2RIVXC7HSVXWI7DZHQ \
  | 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: 849d3f3b76d4515b8be7956f647c793c06724c07b4a938b51d8004d5a8fa7cf2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "221464894b6f3a8811570dfbfb763082405fc50ebd41dc29b063fafeea709852",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-10T14:49:33Z",
    "title_canon_sha256": "1834cc9705ac7a12750425a429335088d4f41ea2cee3e93e4c93ad042751ee37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.09099",
    "kind": "arxiv",
    "version": 2
  }
}