Pith Number

pith:W5ERZ4YM

pith:2023:W5ERZ4YMUPTCFIRB67VSZ3IKC4

not attested not anchored not stored refs pending

Using Language Models on Low-end Hardware

Andreas Niekler, Fabian Ziegner, Janos Borst, Martin Potthast

arxiv:2305.02350 v2 · 2023-05-03 · cs.CL · 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{W5ERZ4YMUPTCFIRB67VSZ3IKC4}

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	2026-07-05T06:07:39.591953Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7491cf30ca3e622a221f7eb2ced0a1716bc7ba619f0d25aa7e81c2272ffaadf

Aliases

arxiv: 2305.02350 · arxiv_version: 2305.02350v2 · doi: 10.48550/arxiv.2305.02350 · pith_short_12: W5ERZ4YMUPTC · pith_short_16: W5ERZ4YMUPTCFIRB · pith_short_8: W5ERZ4YM

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/W5ERZ4YMUPTCFIRB67VSZ3IKC4 \
  | 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: b7491cf30ca3e622a221f7eb2ced0a1716bc7ba619f0d25aa7e81c2272ffaadf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38286a4df9b90651c1805e526dd845a87bd255721acc586f8155f4585fbdf242",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-03T18:00:03Z",
    "title_canon_sha256": "4a01efb9014c7e7dd5f4efeefdfabcb600dbd233b872872453ca265b8fa4729c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.02350",
    "kind": "arxiv",
    "version": 2
  }
}