Pith Number

pith:5XM6AAKJ

pith:2023:5XM6AAKJY3FS7G5IXB3E7VIDW4

not attested not anchored not stored refs pending

To Repeat or Not To Repeat: Insights from Scaling LLM under Token-Crisis

Fuzhao Xue, Wangchunshu Zhou, Yang You, Yao Fu, Zangwei Zheng

arxiv:2305.13230 v2 · 2023-05-22 · 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{5XM6AAKJY3FS7G5IXB3E7VIDW4}

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

2 papers in Pith

Mixture-of-Experts Can Surpass Dense LLMs Under Strictly Equal Resource

The Falcon Series of Open Language Models

Receipt and verification

First computed	2026-07-05T06:58:40.230496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

edd9e00149c6cb2f9ba8b8764fd503b732356bd0cbf95f2ffbc1214725c7c597

Aliases

arxiv: 2305.13230 · arxiv_version: 2305.13230v2 · doi: 10.48550/arxiv.2305.13230 · pith_short_12: 5XM6AAKJY3FS · pith_short_16: 5XM6AAKJY3FS7G5I · pith_short_8: 5XM6AAKJ

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/5XM6AAKJY3FS7G5IXB3E7VIDW4 \
  | 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: edd9e00149c6cb2f9ba8b8764fd503b732356bd0cbf95f2ffbc1214725c7c597

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a1e3a842b2084ad4c248f112d29e97d4e1f834dd091064fa715ad4248733175",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-22T17:02:15Z",
    "title_canon_sha256": "2a1df183179e3ddb1b8a9a8b1eed80bc3516d0b223fb5f4a86dc630650619463"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.13230",
    "kind": "arxiv",
    "version": 2
  }
}