Pith Number

pith:YVQEDPR5

pith:2025:YVQEDPR5TXHVVJC3LSWKBJUU4T

not attested not anchored not stored refs pending

Fine-tuning LLaMA 2 interference: a comparative study of language implementations for optimal efficiency

Abhijit Pathak, Avijit Chowdhury, Munis Xamidov, Rajib Ghose, Sazzad Hossain, Touhidul Alam Seyam

arxiv:2502.01651 v1 · 2025-01-30 · cs.LG · 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{YVQEDPR5TXHVVJC3LSWKBJUU4T}

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	2026-07-05T10:09:17.054810Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c56041be3d9dcf5aa45b5caca0a694e4e8763b672d9b5fd2738bb30298a4eb1c

Aliases

arxiv: 2502.01651 · arxiv_version: 2502.01651v1 · doi: 10.48550/arxiv.2502.01651 · pith_short_12: YVQEDPR5TXHV · pith_short_16: YVQEDPR5TXHVVJC3 · pith_short_8: YVQEDPR5

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/YVQEDPR5TXHVVJC3LSWKBJUU4T \
  | 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: c56041be3d9dcf5aa45b5caca0a694e4e8763b672d9b5fd2738bb30298a4eb1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f5cbfc7932e694212604699e840d6015adfdb98bd6f01d74cbb1b7b36216b849",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-30T19:36:33Z",
    "title_canon_sha256": "da0bc08adf29bc3cdfe05517342a6140d6cabd82d89951aee898262aa3c0eddd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01651",
    "kind": "arxiv",
    "version": 1
  }
}