Pith. sign in
Pith Number

pith:WS2VLVQ2

pith:2023:WS2VLVQ26QRAOOSA37AJ72MWRD
not attested not anchored not stored refs pending

Boosting Source Code Learning with Text-Oriented Data Augmentation: An Empirical Study

Jianjun Zhao, Maxime Cordy, Mike Papadakis, Qiang Hu, Yuejun Guo, Yves Le Traon, Zeming Dong, Zhenya Zhang

arxiv:2303.06808 v2 · 2023-03-13 · cs.SE · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WS2VLVQ26QRAOOSA37AJ72MWRD}

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

Receipt and verification
First computed 2026-07-05T10:10:21.344646Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b4b555d61af422073a40dfc09fe99688d78493fe2d53a63f356fde173b92c2b4

Aliases

arxiv: 2303.06808 · arxiv_version: 2303.06808v2 · doi: 10.48550/arxiv.2303.06808 · pith_short_12: WS2VLVQ26QRA · pith_short_16: WS2VLVQ26QRAOOSA · pith_short_8: WS2VLVQ2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WS2VLVQ26QRAOOSA37AJ72MWRD \
  | 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: b4b555d61af422073a40dfc09fe99688d78493fe2d53a63f356fde173b92c2b4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "983e659fdf75c1754cfb49c8e059c9a9ddf16ef3f5bb8b6e8c8f1baa0b5a6988",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-03-13T01:47:05Z",
    "title_canon_sha256": "0cb5fe12568bd3cc22e0d9d97c50d79fcbd1d0ee9bfd42f32d81d5d1d9c9a1d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.06808",
    "kind": "arxiv",
    "version": 2
  }
}