Pith Number

pith:4LLKEPK5

pith:2022:4LLKEPK5AJ7EUXXGNP2WIZ75YK

not attested not anchored not stored refs pending

Performance-Efficiency Trade-Offs in Adapting Language Models to Text Classification Tasks

Laura Aina, Nikos Voskarides, Roi Blanco

arxiv:2210.12022 v1 · 2022-10-21 · 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{4LLKEPK5AJ7EUXXGNP2WIZ75YK}

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	2026-07-05T05:09:08.316458Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2d6a23d5d027e4a5ee66bf56467fdc281b94ce7484ed5da5be5e8aeddb03273

Aliases

arxiv: 2210.12022 · arxiv_version: 2210.12022v1 · doi: 10.48550/arxiv.2210.12022 · pith_short_12: 4LLKEPK5AJ7E · pith_short_16: 4LLKEPK5AJ7EUXXG · pith_short_8: 4LLKEPK5

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/4LLKEPK5AJ7EUXXGNP2WIZ75YK \
  | 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: e2d6a23d5d027e4a5ee66bf56467fdc281b94ce7484ed5da5be5e8aeddb03273

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "085e02181db764d3dbfdd96b0baaa8040e08f89dd0a0b4b7900ce86d95188342",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-21T15:10:09Z",
    "title_canon_sha256": "0e10d600a37b70575218ed2234ce117812bbd24c202712c3f1d296ea36668a59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.12022",
    "kind": "arxiv",
    "version": 1
  }
}