Pith Number

pith:6JO3GVYM

pith:2022:6JO3GVYMNIBJNAHXQCZOAOFZSJ

not attested not anchored not stored refs pending

Code Generation Tools (Almost) for Free? A Study of Few-Shot, Pre-Trained Language Models on Code

Beatriz Souza, Marcelo d'Amorim, Michael Pradel, Patrick Barei{\ss}

arxiv:2206.01335 v2 · 2022-06-02 · cs.SE · 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{6JO3GVYMNIBJNAHXQCZOAOFZSJ}

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

3 papers in Pith

Gimitest: A Comprehensive Tool for Testing Reinforcement Learning Policies

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

CodeCureAgent: Automatic Classification and Repair of Static Analysis Warnings

Receipt and verification

First computed	2026-07-05T04:30:57.022450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f25db3570c6a029680f780b2e038b9924334880ea696f1c10fb39a2c4c2c6d27

Aliases

arxiv: 2206.01335 · arxiv_version: 2206.01335v2 · doi: 10.48550/arxiv.2206.01335 · pith_short_12: 6JO3GVYMNIBJ · pith_short_16: 6JO3GVYMNIBJNAHX · pith_short_8: 6JO3GVYM

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/6JO3GVYMNIBJNAHXQCZOAOFZSJ \
  | 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: f25db3570c6a029680f780b2e038b9924334880ea696f1c10fb39a2c4c2c6d27

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e225122a2ea2755aab4771ab3e25be17aa5d5a182b82adf3e390f5cad2375f3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-06-02T23:15:42Z",
    "title_canon_sha256": "0f3ed229ff3f9bb8932d7e2167068a4f744f2625a997109c255f8bba005d79ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.01335",
    "kind": "arxiv",
    "version": 2
  }
}