Pith Number

pith:FDGUJTSX

pith:2025:FDGUJTSXITSXSOTJ3I644ZAAWU

not attested not anchored not stored refs pending

The Digital Sous Chef -- A Comparative Study on Fine-Tuning Language Models for Recipe Generation

Ganesh Bagler, Shubham Pundhir

arxiv:2508.14718 v1 · 2025-08-20 · 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{FDGUJTSXITSXSOTJ3I644ZAAWU}

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	2026-07-05T11:56:37.389284Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28cd44ce5744e5793a69da3dce6400b53b2ecb2089a594e4cfff82c270c1bd38

Aliases

arxiv: 2508.14718 · arxiv_version: 2508.14718v1 · doi: 10.48550/arxiv.2508.14718 · pith_short_12: FDGUJTSXITSX · pith_short_16: FDGUJTSXITSXSOTJ · pith_short_8: FDGUJTSX

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/FDGUJTSXITSXSOTJ3I644ZAAWU \
  | 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: 28cd44ce5744e5793a69da3dce6400b53b2ecb2089a594e4cfff82c270c1bd38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c662f911424e0254e37fec6535d640170e36af979dfc883250da83cd29b0f07",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-20T13:53:13Z",
    "title_canon_sha256": "2ced4d0fb1ca018191a42a9627c575045b1480a029b53d6fbfc6f6d2f76419ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.14718",
    "kind": "arxiv",
    "version": 1
  }
}