Pith Number

pith:Q7F2HSTW

pith:2022:Q7F2HSTWMXMOQB25UHNYAGCIO2

not attested not anchored not stored refs pending

No More Fine-Tuning? An Experimental Evaluation of Prompt Tuning in Code Intelligence

Chaozheng Wang, Cuiyun Gao, Hongyu Zhang, Michael R. Lyu, Yuanhang Yang, Yun Peng

arxiv:2207.11680 v1 · 2022-07-24 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q7F2HSTWMXMOQB25UHNYAGCIO2}

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	2026-07-05T04:43:08.131659Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87cba3ca7665d8e8075da1db80184876aea716937e6a4a0bdae58edc3dc4986e

Aliases

arxiv: 2207.11680 · arxiv_version: 2207.11680v1 · doi: 10.48550/arxiv.2207.11680 · pith_short_12: Q7F2HSTWMXMO · pith_short_16: Q7F2HSTWMXMOQB25 · pith_short_8: Q7F2HSTW

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/Q7F2HSTWMXMOQB25UHNYAGCIO2 \
  | 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: 87cba3ca7665d8e8075da1db80184876aea716937e6a4a0bdae58edc3dc4986e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d315f7b5e40839270d1c43afb14f5bb41f2adcc2f392a6795f6404f2212cdb49",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-07-24T07:29:17Z",
    "title_canon_sha256": "60183b1d2fe49aa60de49e2b5bf8e730c3ebb98848bbf4b7fa456f87a17587f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.11680",
    "kind": "arxiv",
    "version": 1
  }
}