Pith Number

pith:ZCYPOSVL

pith:2023:ZCYPOSVLFNEO4E47MJP7SPF2Z3

not attested not anchored not stored refs pending

Vocabulary-level Memory Efficiency for Language Model Fine-tuning

Miles Williams, Nikolaos Aletras

arxiv:2309.08708 v2 · 2023-09-15 · 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{ZCYPOSVLFNEO4E47MJP7SPF2Z3}

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

SpeLLM: Character-Level Multi-Head Decoding

Receipt and verification

First computed	2026-07-05T10:38:31.106347Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8b0f74aab2b48ee139f625ff93cbacec84038333b5a2cb2d017eaa614b2e5cf

Aliases

arxiv: 2309.08708 · arxiv_version: 2309.08708v2 · doi: 10.48550/arxiv.2309.08708 · pith_short_12: ZCYPOSVLFNEO · pith_short_16: ZCYPOSVLFNEO4E47 · pith_short_8: ZCYPOSVL

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/ZCYPOSVLFNEO4E47MJP7SPF2Z3 \
  | 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: c8b0f74aab2b48ee139f625ff93cbacec84038333b5a2cb2d017eaa614b2e5cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d824031d85f3dfeac3db1572ab5f2be976a5b12da0b3a783fc4cd1bf36049ef8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-09-15T19:00:00Z",
    "title_canon_sha256": "e75f32beed959d490c0da83975edd10103e76d15fb79160e0f8e0616871a8843"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.08708",
    "kind": "arxiv",
    "version": 2
  }
}