Pith Number

pith:FQFXGIIR

pith:2021:FQFXGIIRBJAG5ZT66YQQKJKVDJ

not attested not anchored not stored refs pending

An Empirical Study on the Usage of Transformer Models for Code Completion

Antonio Mastropaolo, Denys Poshyvanyk, Emad Aghajani, Gabriele Bavota, Luca Pascarella, Massimiliano Di Penta, Matteo Ciniselli, Nathan Cooper

arxiv:2108.01585 v2 · 2021-08-03 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FQFXGIIRBJAG5ZT66YQQKJKVDJ}

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

Deep Learning-based Code Completion: On the Impact on Performance of Contextual Information

Receipt and verification

First computed	2026-07-05T03:33:07.180075Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c0b7321110a406ee67ef6210525551a5675ba0d7c507e8ea5d0fca4783b50d6

Aliases

arxiv: 2108.01585 · arxiv_version: 2108.01585v2 · doi: 10.48550/arxiv.2108.01585 · pith_short_12: FQFXGIIRBJAG · pith_short_16: FQFXGIIRBJAG5ZT6 · pith_short_8: FQFXGIIR

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/FQFXGIIRBJAG5ZT66YQQKJKVDJ \
  | 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: 2c0b7321110a406ee67ef6210525551a5675ba0d7c507e8ea5d0fca4783b50d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "025d9bfed7b0165e8e6ec740aae1ad5b484ce4c6fcc8eff6565246b979419d80",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2021-08-03T15:50:50Z",
    "title_canon_sha256": "cb65cfab562a67edea64ee9f6f779c8ff872df9081b58c3e5edde1988f2acc31"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.01585",
    "kind": "arxiv",
    "version": 2
  }
}