Pith Number

pith:VZLCVGYL

pith:2021:VZLCVGYLEEX5QLJLCFPAH3O76Q

not attested not anchored not stored refs pending

On the Effectiveness of Adapter-based Tuning for Pretrained Language Model Adaptation

Bosheng Ding, Hai Ye, Jia-Wei Low, Lidong Bing, Linlin Liu, Liying Cheng, Luo Si, Qingyu Tan, Ruidan He

arxiv:2106.03164 v1 · 2021-06-06 · 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{VZLCVGYLEEX5QLJLCFPAH3O76Q}

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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

Beyond End-to-End: Dynamic Chain Optimization for Private LLM Adaptation on the Edge

Receipt and verification

First computed	2026-07-05T02:46:46.993907Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae562a9b0b212fd82d2b115e03eddff4101c18599ea7190526c3c9f9cdbc2b89

Aliases

arxiv: 2106.03164 · arxiv_version: 2106.03164v1 · doi: 10.48550/arxiv.2106.03164 · pith_short_12: VZLCVGYLEEX5 · pith_short_16: VZLCVGYLEEX5QLJL · pith_short_8: VZLCVGYL

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/VZLCVGYLEEX5QLJLCFPAH3O76Q \
  | 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: ae562a9b0b212fd82d2b115e03eddff4101c18599ea7190526c3c9f9cdbc2b89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "554ba9890d70152bd72fc766e1aea02b606c5ad62fa55fa14bac642ab37c44e9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-06-06T16:10:12Z",
    "title_canon_sha256": "c7cffd5015b8bbbcbcdc2c4545cbb24299240f0b00c93319750c34386b8a8873"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.03164",
    "kind": "arxiv",
    "version": 1
  }
}