Pith Number

pith:W5MB4AKJ

pith:2024:W5MB4AKJ67BQDZEXUBP6LPJN5W

not attested not anchored not stored refs pending

Fine-Tuning or Fine-Failing? Debunking Performance Myths in Large Language Models

Scott Barnett, Sheng Wong, Stefanus Kurniawan, Zac Brannelly

arxiv:2406.11201 v2 · 2024-06-17 · cs.CL · 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{W5MB4AKJ67BQDZEXUBP6LPJN5W}

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.

Receipt and verification

First computed	2026-07-05T08:38:11.039753Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7581e0149f7c301e497a05fe5bd2deda5f1eaf249aba8571ca6a602a8158c1c

Aliases

arxiv: 2406.11201 · arxiv_version: 2406.11201v2 · doi: 10.48550/arxiv.2406.11201 · pith_short_12: W5MB4AKJ67BQ · pith_short_16: W5MB4AKJ67BQDZEX · pith_short_8: W5MB4AKJ

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/W5MB4AKJ67BQDZEXUBP6LPJN5W \
  | 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: b7581e0149f7c301e497a05fe5bd2deda5f1eaf249aba8571ca6a602a8158c1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19c7d87547feeb6e7d7b18d50b93043ebdc7adc02125083d40a44468ae2362df",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-17T04:35:17Z",
    "title_canon_sha256": "a3b69270eb8b159fa3d182bb582093eeaee7608e5f507be2a708c4572d0233b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.11201",
    "kind": "arxiv",
    "version": 2
  }
}