Pith Number

pith:HZKSSXG3

pith:2018:HZKSSXG3O2QEERZLTPPPIZ5WGV

not attested not anchored not stored refs pending

Structured Neural Summarization

Marc Brockschmidt, Miltiadis Allamanis, Patrick Fernandes

arxiv:1811.01824 v4 · 2018-11-05 · cs.LG · cs.CL · cs.SE · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HZKSSXG3O2QEERZLTPPPIZ5WGV}

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

2 papers in Pith

CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation

CodeSearchNet Challenge: Evaluating the State of Semantic Code Search

Receipt and verification

First computed	2026-07-05T02:12:27.758332Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e55295cdb76a042472b9bdef467b6355805b0bd9023c3e327f9608adca142bf

Aliases

arxiv: 1811.01824 · arxiv_version: 1811.01824v4 · doi: 10.48550/arxiv.1811.01824 · pith_short_12: HZKSSXG3O2QE · pith_short_16: HZKSSXG3O2QEERZL · pith_short_8: HZKSSXG3

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/HZKSSXG3O2QEERZLTPPPIZ5WGV \
  | 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: 3e55295cdb76a042472b9bdef467b6355805b0bd9023c3e327f9608adca142bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c425e0193af8b4f7e0ce36e74751c64d5ce3437b758f92edfaad0eaeb2b2843a",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-05T16:12:04Z",
    "title_canon_sha256": "0c9d26ddf501ebe0638f2f45e1ce4a2c67698b808273a1a9d7cc5492c7ec1e4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.01824",
    "kind": "arxiv",
    "version": 4
  }
}