Pith Number

pith:ZCJLKREY

pith:2023:ZCJLKREYXQAZILWFWBUZPRLIMW

not attested not anchored not stored refs pending

Improving Few-shot Generalization of Safety Classifiers via Data Augmented Parameter-Efficient Fine-Tuning

Ahmad Beirami, Alex Beutel, Ananth Balashankar, Aradhana Sinha, Jilin Chen, Xiao Ma, Yao Qin

arxiv:2310.16959 v1 · 2023-10-25 · 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{ZCJLKREYXQAZILWFWBUZPRLIMW}

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	2026-07-05T07:05:16.607186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c892b54498bc01942ec5b06997c56865ac7a6055db368edb7200e2ae2cd66e09

Aliases

arxiv: 2310.16959 · arxiv_version: 2310.16959v1 · doi: 10.48550/arxiv.2310.16959 · pith_short_12: ZCJLKREYXQAZ · pith_short_16: ZCJLKREYXQAZILWF · pith_short_8: ZCJLKREY

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/ZCJLKREYXQAZILWFWBUZPRLIMW \
  | 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: c892b54498bc01942ec5b06997c56865ac7a6055db368edb7200e2ae2cd66e09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e517cdbea07fe010384fe6c188c26aa0b2f33b2c02ddeadde3d9bd04201c7a28",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-25T19:57:07Z",
    "title_canon_sha256": "d4680daef9b6b6485c8c50dec13f412b3b0fc0789d4b035d69114be0f5a1a6eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.16959",
    "kind": "arxiv",
    "version": 1
  }
}