Pith Number

pith:OG3T7G3W

pith:2024:OG3T7G3WU7LD52LCL7KELH7RSC

not attested not anchored not stored refs pending

The Ultimate Guide to Fine-Tuning LLMs from Basics to Breakthroughs: An Exhaustive Review of Technologies, Research, Best Practices, Applied Research Challenges and Opportunities

Aafaq Khan, Ahtsham Zafar, Arsalan Shahid, Venkatesh Balavadhani Parthasarathy

arxiv:2408.13296 v3 · 2024-08-23 · cs.LG · 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{OG3T7G3WU7LD52LCL7KELH7RSC}

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

9 papers in Pith

Landsat-Sentinel-2 Algal Bloom Mapping Using Vision Transformers: Model Description, Implementation, and Examples

From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap

Large Language Models for Market Research: A Data-augmentation Approach

SecureGate: Learning When to Reveal PII Safely via Token-Gated Dual-Adapters for Federated LLMs

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

Receipt and verification

First computed	2026-07-05T09:28:13.451582Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71b73f9b76a7d63ee9625fd4459ff190a8ff84c576b6295244c9b5f440ed1a16

Aliases

arxiv: 2408.13296 · arxiv_version: 2408.13296v3 · doi: 10.48550/arxiv.2408.13296 · pith_short_12: OG3T7G3WU7LD · pith_short_16: OG3T7G3WU7LD52LC · pith_short_8: OG3T7G3W

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/OG3T7G3WU7LD52LCL7KELH7RSC \
  | 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: 71b73f9b76a7d63ee9625fd4459ff190a8ff84c576b6295244c9b5f440ed1a16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6fc604894d3d185e7293192cbe02b9c088542106d4fa0711e0d2aaf52468d0b0",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-23T14:48:02Z",
    "title_canon_sha256": "b073ebf528ab715fc1db93c9225ba686e3e40b26a1d99eabed2f2a8b8a8bdef5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.13296",
    "kind": "arxiv",
    "version": 3
  }
}