Pith Number

pith:2PKGYHEB

pith:2020:2PKGYHEBBLTJ3POGSW64GN5Q5K

not attested not anchored not stored refs pending

Unit Test Case Generation with Transformers and Focal Context

Alexey Svyatkovskiy, Dawn Drain, Michele Tufano, Neel Sundaresan, Shao Kun Deng

arxiv:2009.05617 v2 · 2020-09-11 · cs.SE · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2PKGYHEBBLTJ3POGSW64GN5Q5K}

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

15 papers in Pith

Leveraging Large Language Models to Obscure Code Stylometry: A Comparative Study of GPT-3.5 and GPT-4

Sakura: An Approach for Generating Complex Tests from Natural Language Test Descriptions

CodePori: Large-Scale System for Autonomous Software Development Using Multi-Agent Technology

Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback

Generating Project-Specific Test Cases with Requirement Validation Intention

Receipt and verification

First computed	2026-07-05T02:42:02.204496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3d46c1c810ae69dbdc695bdc337b0ea92a935d36571d3fa06839021e72933c2

Aliases

arxiv: 2009.05617 · arxiv_version: 2009.05617v2 · doi: 10.48550/arxiv.2009.05617 · pith_short_12: 2PKGYHEBBLTJ · pith_short_16: 2PKGYHEBBLTJ3POG · pith_short_8: 2PKGYHEB

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/2PKGYHEBBLTJ3POGSW64GN5Q5K \
  | 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: d3d46c1c810ae69dbdc695bdc337b0ea92a935d36571d3fa06839021e72933c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd0c9fd60a9e8bb35ebb0e205482a4994c8203ddec6d9860e5455062947011dd",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2020-09-11T18:57:36Z",
    "title_canon_sha256": "6012475a774abce7930ebb3e0df05212cb968db079395e738b160c8b2e8c1701"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.05617",
    "kind": "arxiv",
    "version": 2
  }
}