Pith Number

pith:CXDJHP66

pith:2020:CXDJHP66P63CQJ2PHK4WRZA6FG

not attested not anchored not stored refs pending

Best Practices for Data-Efficient Modeling in NLG:How to Train Production-Ready Neural Models with Less Data

Ankit Arun, Anuj Kumar, Ashwini Challa, Hakan Inan, Karthik Mohan, Michael White, Peyman Heidari, Pinar Donmez, Shashank Jain, Shawn Mei, Soumya Batra, Vikas Bhardwaj

arxiv:2011.03877 v1 · 2020-11-08 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CXDJHP66P63CQJ2PHK4WRZA6FG}

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.

Receipt and verification

First computed	2026-07-05T01:50:00.128319Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

15c693bfde7fb628274f3ab968e41e29afadee3961fda98166664523f0c3677c

Aliases

arxiv: 2011.03877 · arxiv_version: 2011.03877v1 · doi: 10.48550/arxiv.2011.03877 · pith_short_12: CXDJHP66P63C · pith_short_16: CXDJHP66P63CQJ2P · pith_short_8: CXDJHP66

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/CXDJHP66P63CQJ2PHK4WRZA6FG \
  | 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: 15c693bfde7fb628274f3ab968e41e29afadee3961fda98166664523f0c3677c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f99fd9f18198246014548ebc87a91bff774efc27b7a1e92e686059ecf4758a3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-11-08T00:38:08Z",
    "title_canon_sha256": "414a6f6e5df10a142d6321da7d2bd8bab399b78a9f6c671358485a667720f3fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.03877",
    "kind": "arxiv",
    "version": 1
  }
}