Pith Number

pith:UOPEQ7YM

pith:2023:UOPEQ7YMFWNSDWGSP7BRSTGJFU

not attested not anchored not stored refs pending

Scaling Down to Scale Up: A Cost-Benefit Analysis of Replacing OpenAI's LLM with Open Source SLMs in Production

Ashish Mahendra, Chandra Irugalbandara, Jason Mars, Jayanaka Dantanarayana, Krisztian Flautner, Lingjia Tang, Roland Daynauth, Tharuka Kasthuri Arachchige, Yiping Kang

arxiv:2312.14972 v3 · 2023-12-20 · cs.SE · cs.AI · 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{UOPEQ7YMFWNSDWGSP7BRSTGJFU}

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

1 paper in Pith

Energy- and Memory-Efficient PEFT Methods for Personalized On-Device SLMs on Consumer GPUs

Receipt and verification

First computed	2026-07-05T08:21:10.896914Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a39e487f0c2d9b21d8d27fc3194cc92d2210a27ea5ff25dfbd970ff423092809

Aliases

arxiv: 2312.14972 · arxiv_version: 2312.14972v3 · doi: 10.48550/arxiv.2312.14972 · pith_short_12: UOPEQ7YMFWNS · pith_short_16: UOPEQ7YMFWNSDWGS · pith_short_8: UOPEQ7YM

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/UOPEQ7YMFWNSDWGSP7BRSTGJFU \
  | 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: a39e487f0c2d9b21d8d27fc3194cc92d2210a27ea5ff25dfbd970ff423092809

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "965d9a2561e2ada4b3d115bc5b1868f54f849f4612676c24d41a07c032e540dd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-12-20T19:27:59Z",
    "title_canon_sha256": "f009d5ba053a8a96200763a1fc7a9bb0b6f2ce8bc776b22847532cc9b129a99d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.14972",
    "kind": "arxiv",
    "version": 3
  }
}