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Pith Number

pith:QQEJ4SS7

pith:2021:QQEJ4SS7B4IVEU5TD3CRAEHIPA
not attested not anchored not stored refs pending

A Good Prompt Is Worth Millions of Parameters: Low-resource Prompt-based Learning for Vision-Language Models

Weizhu Chen, Woojeong Jin, Xiang Ren, Yelong Shen, Yu Cheng

arxiv:2110.08484 v2 · 2021-10-16 · cs.CV · cs.CL

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\usepackage{pith}
\pithnumber{QQEJ4SS7B4IVEU5TD3CRAEHIPA}

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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.

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1 paper in Pith

Receipt and verification
First computed 2026-07-05T04:05:14.015396Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

84089e4a5f0f115253b31ec51010e8781e448339a3cccfd7cd6fd11b95a2782d

Aliases

arxiv: 2110.08484 · arxiv_version: 2110.08484v2 · doi: 10.48550/arxiv.2110.08484 · pith_short_12: QQEJ4SS7B4IV · pith_short_16: QQEJ4SS7B4IVEU5T · pith_short_8: QQEJ4SS7
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QQEJ4SS7B4IVEU5TD3CRAEHIPA \
  | 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: 84089e4a5f0f115253b31ec51010e8781e448339a3cccfd7cd6fd11b95a2782d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "86b975a99155d656526abda85fe07127804834581bf347d84f774da89247d35a",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-10-16T06:07:59Z",
    "title_canon_sha256": "34706e384e3d0b0372cdc88d2886763a4283e54cd9107c9bef9d913b22f6a146"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.08484",
    "kind": "arxiv",
    "version": 2
  }
}