Pith Number

pith:QBVXMZ4T

pith:2021:QBVXMZ4T32WNTSWK5CH3HAIYUG

not attested not anchored not stored refs pending

On Transferability of Prompt Tuning for Natural Language Processing

Chi-Min Chan, Huadong Wang, Jie Zhou, Juanzi Li, Kaiyue Wen, Lei Hou, Maosong Sun, Peng Li, Xiaozhi Wang, Yankai Lin, Yujia Qin, Yusheng Su, Zhiyuan Liu

arxiv:2111.06719 v2 · 2021-11-12 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

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\usepackage{pith}
\pithnumber{QBVXMZ4T32WNTSWK5CH3HAIYUG}

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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

2 papers in Pith

PEML: Parameter-efficient Multi-Task Learning with Optimized Continuous Prompts

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T07:24:44.941546Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

806b766793deacd9cacae88fb38118a1b1db2e2ef94200be16578cd14ca9bd87

Aliases

arxiv: 2111.06719 · arxiv_version: 2111.06719v2 · doi: 10.48550/arxiv.2111.06719 · pith_short_12: QBVXMZ4T32WN · pith_short_16: QBVXMZ4T32WNTSWK · pith_short_8: QBVXMZ4T

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/QBVXMZ4T32WNTSWK5CH3HAIYUG \
  | 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: 806b766793deacd9cacae88fb38118a1b1db2e2ef94200be16578cd14ca9bd87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa83a28494427f8abe20bfe12091de16b9e50c3e2e9a6bf37d829cc69d5761c0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-11-12T13:39:28Z",
    "title_canon_sha256": "3171c8b4bf9e937ef893cc7655656d6ec9516c2a90b9a779a3baf2e2e369029d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.06719",
    "kind": "arxiv",
    "version": 2
  }
}