Pith Number

pith:5Z3JONAG

pith:2018:5Z3JONAG7RBUS7AIQECD4PJMCQ

not attested not anchored not stored refs pending

The Adverse Effects of Code Duplication in Machine Learning Models of Code

Miltiadis Allamanis

arxiv:1812.06469 v6 · 2018-12-16 · 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{5Z3JONAG7RBUS7AIQECD4PJMCQ}

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

CodeSearchNet Challenge: Evaluating the State of Semantic Code Search

Receipt and verification

First computed	2026-07-04T23:53:11.106990Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee76973406fc43497c0881043e3d2c1407b61de20b71eef24df71e266861fa0c

Aliases

arxiv: 1812.06469 · arxiv_version: 1812.06469v6 · doi: 10.48550/arxiv.1812.06469 · pith_short_12: 5Z3JONAG7RBU · pith_short_16: 5Z3JONAG7RBUS7AI · pith_short_8: 5Z3JONAG

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/5Z3JONAG7RBUS7AIQECD4PJMCQ \
  | 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: ee76973406fc43497c0881043e3d2c1407b61de20b71eef24df71e266861fa0c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e3a01ae039d94d24e02d1559644b56f40244c5ad441c119b191b8309a84f5d94",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2018-12-16T14:19:44Z",
    "title_canon_sha256": "c1782d99866225869c137754d6cbc75a2005babbdaa17d4b66ba22ca6f88f05f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.06469",
    "kind": "arxiv",
    "version": 6
  }
}