Pith Number

pith:YD5WE2EW

pith:2024:YD5WE2EWZAO2XYLIBIPPHG4VLE

not attested not anchored not stored refs pending

Position: Understanding LLMs Requires More Than Statistical Generalization

Anna Kerekes, Anna M\'esz\'aros, Ferenc Husz\'ar, Patrik Reizinger, Szilvia Ujv\'ary, Wieland Brendel

arxiv:2405.01964 v3 · 2024-05-03 · stat.ML · 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{YD5WE2EWZAO2XYLIBIPPHG4VLE}

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

Stabilizing Extrapolation in Looped Transformers via Learned Stochastic Stopping

Receipt and verification

First computed	2026-07-05T08:32:40.319138Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0fb626896c81dabe1680a1ef39b955905db9c2a757c8a9a2e2da52f464c2d7a

Aliases

arxiv: 2405.01964 · arxiv_version: 2405.01964v3 · doi: 10.48550/arxiv.2405.01964 · pith_short_12: YD5WE2EWZAO2 · pith_short_16: YD5WE2EWZAO2XYLI · pith_short_8: YD5WE2EW

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/YD5WE2EWZAO2XYLIBIPPHG4VLE \
  | 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: c0fb626896c81dabe1680a1ef39b955905db9c2a757c8a9a2e2da52f464c2d7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8faaa11c2cd7bd3f57860afbf919137505e9e02c659b2529189ed554915e367",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-05-03T09:41:39Z",
    "title_canon_sha256": "131a333b7acc60c52bb0083949cd1d6466d651315ae41e2a2a89c0e08001f23a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.01964",
    "kind": "arxiv",
    "version": 3
  }
}