Pith Number

pith:5QOBB6N4

pith:2024:5QOBB6N4SUZR2EV22ONLRYYRBF

not attested not anchored not stored refs pending

On-Device LLMs for SMEs: Challenges and Opportunities

Aik Beng Ng, Ian McLoughlin, Jeremy Stephen Gabriel Yee, Pai Chet Ng, Simon See, Zhengkui Wang

arxiv:2410.16070 v2 · 2024-10-21 · cs.AI · 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{5QOBB6N4SUZR2EV22ONLRYYRBF}

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

The Heterogeneous Safety Impacts of Benign Multilingual Fine-Tuning

Receipt and verification

First computed	2026-07-05T09:24:01.889385Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec1c10f9bc95331d12bad39ab8e3110977f088ab8ada964bcfd8fca52e6a61f1

Aliases

arxiv: 2410.16070 · arxiv_version: 2410.16070v2 · doi: 10.48550/arxiv.2410.16070 · pith_short_12: 5QOBB6N4SUZR · pith_short_16: 5QOBB6N4SUZR2EV2 · pith_short_8: 5QOBB6N4

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/5QOBB6N4SUZR2EV22ONLRYYRBF \
  | 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: ec1c10f9bc95331d12bad39ab8e3110977f088ab8ada964bcfd8fca52e6a61f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf4e9462205f662e1274cf419162b0a7238d14a8bbeb485f706995300ed54d73",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-21T14:48:35Z",
    "title_canon_sha256": "ae22d7afb02c5954b04b4f304ed85ee0269099e2dba13b47f391f26366fbfedd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16070",
    "kind": "arxiv",
    "version": 2
  }
}