Pith Number

pith:4PRN2U2Z

pith:2023:4PRN2U2ZDOBAI4U2ENCWZIQNCA

not attested not anchored not stored refs pending

\`A-la-carte Prompt Tuning (APT): Combining Distinct Data Via Composable Prompting

Alessandro Achille, Benjamin Bowman, Giovanni Paolini, Luca Zancato, Matthew Trager, Pramuditha Perera, Stefano Soatto

arxiv:2302.07994 v1 · 2023-02-15 · cs.LG · cs.AI · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4PRN2U2ZDOBAI4U2ENCWZIQNCA}

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	2026-07-05T05:42:32.908381Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3e2dd53591b8204729a23456ca20d101c22fe87c019771467f2d4d71ee34b8f

Aliases

arxiv: 2302.07994 · arxiv_version: 2302.07994v1 · doi: 10.48550/arxiv.2302.07994 · pith_short_12: 4PRN2U2ZDOBA · pith_short_16: 4PRN2U2ZDOBAI4U2 · pith_short_8: 4PRN2U2Z

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/4PRN2U2ZDOBAI4U2ENCWZIQNCA \
  | 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: e3e2dd53591b8204729a23456ca20d101c22fe87c019771467f2d4d71ee34b8f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c082bf7162f9532e2db756fadfe857ae5cc50d3556cb62268c6ca9619769d66",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-15T23:51:09Z",
    "title_canon_sha256": "2c3b855d0858248d772f73242e818def4f4914f90e1e872835685d57f7c2943c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.07994",
    "kind": "arxiv",
    "version": 1
  }
}