Pith Number

pith:CBNLBFBX

pith:2023:CBNLBFBXXXSCI3OD7MPO7IZWPK

not attested not anchored not stored refs pending

Prompt, Generate, then Cache: Cascade of Foundation Models makes Strong Few-shot Learners

Bohao Li, Hanqiu Deng, Hongsheng Li, Peng Gao, Renrui Zhang, Siyuan Huang, Xiangfei Hu, Yu Qiao

arxiv:2303.02151 v1 · 2023-03-03 · cs.CV · 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{CBNLBFBXXXSCI3OD7MPO7IZWPK}

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.

Cited by

1 paper in Pith

LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention

Receipt and verification

First computed	2026-07-05T05:47:53.084991Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

105ab09437bde4246dc3fb1eefa3367abc8f1381e2c494a6fd255fddef201852

Aliases

arxiv: 2303.02151 · arxiv_version: 2303.02151v1 · doi: 10.48550/arxiv.2303.02151 · pith_short_12: CBNLBFBXXXSC · pith_short_16: CBNLBFBXXXSCI3OD · pith_short_8: CBNLBFBX

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/CBNLBFBXXXSCI3OD7MPO7IZWPK \
  | 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: 105ab09437bde4246dc3fb1eefa3367abc8f1381e2c494a6fd255fddef201852

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4dc7bd560c4562ec484a487e67cdf9cc74ec483a614a16370f2c59fde336de73",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-03-03T18:58:16Z",
    "title_canon_sha256": "f3c752c689703c46502ea7794e23f3f014ced5a4e4ad3e90ac5d620a15a1998b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.02151",
    "kind": "arxiv",
    "version": 1
  }
}