Pith Number

pith:XLD4PB2L

pith:2024:XLD4PB2L7EBAA4RYZSG3F4G2M3

not attested not anchored not stored refs pending

Fine Tuning LLM for Enterprise: Practical Guidelines and Recommendations

Harikrishna Warrier, Kushala VM, Mathav Raj J, Yogesh Gupta

arxiv:2404.10779 v1 · 2024-03-23 · cs.SE · 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{XLD4PB2L7EBAA4RYZSG3F4G2M3}

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

3 papers in Pith

Gradient Transformer: Learning to Generate Updates for LLMs

Sustainable Code Generation Using Large Language Models: A Systematic Literature Review

Development and Preliminary Evaluation of a Domain-Specific Large Language Model for Tuberculosis Care in South Africa

Receipt and verification

First computed	2026-07-05T08:08:58.562962Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bac7c7874bf902007238cc8db2f0da66f63af2c814ebcbb3d07e5f822b2a8466

Aliases

arxiv: 2404.10779 · arxiv_version: 2404.10779v1 · doi: 10.48550/arxiv.2404.10779 · pith_short_12: XLD4PB2L7EBA · pith_short_16: XLD4PB2L7EBAA4RY · pith_short_8: XLD4PB2L

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/XLD4PB2L7EBAA4RYZSG3F4G2M3 \
  | 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: bac7c7874bf902007238cc8db2f0da66f63af2c814ebcbb3d07e5f822b2a8466

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cbcf29370d41050a6837211d82fcac15a41703542bd7f09766fa2756ed6829c8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-03-23T13:25:01Z",
    "title_canon_sha256": "d086ba799e5c476efe394c02d63e5b9e1f5755cf380185ed0a3a1f0f70012157"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.10779",
    "kind": "arxiv",
    "version": 1
  }
}