Pith Number

pith:NM6TMGJW

pith:2022:NM6TMGJWC2YG3NBPTKPZPOOC2N

not attested not anchored not stored refs pending

Neural Data-to-Text Generation Based on Small Datasets: Comparing the Added Value of Two Semi-Supervised Learning Approaches on Top of a Large Language Model

Chris Emmery, Chris van der Lee, Emiel Krahmer, Thiago castro Ferreira, Travis Wiltshire

arxiv:2207.06839 v1 · 2022-07-14 · 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{NM6TMGJWC2YG3NBPTKPZPOOC2N}

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	2026-07-05T04:40:17.820582Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b3d36193616b06db42f9a9f97b9c2d376b52c0811afa9b1011e720142dccc14

Aliases

arxiv: 2207.06839 · arxiv_version: 2207.06839v1 · doi: 10.48550/arxiv.2207.06839 · pith_short_12: NM6TMGJWC2YG · pith_short_16: NM6TMGJWC2YG3NBP · pith_short_8: NM6TMGJW

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/NM6TMGJWC2YG3NBPTKPZPOOC2N \
  | 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: 6b3d36193616b06db42f9a9f97b9c2d376b52c0811afa9b1011e720142dccc14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a22b5d49b20b2bbd108e888869dec5fa03927fb64d0b84b4644806f9b96f387f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-07-14T11:53:04Z",
    "title_canon_sha256": "2f521360335bc34ec7b205228abbb1222eb5e76b0b10efd84bafc3b6cdea0304"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.06839",
    "kind": "arxiv",
    "version": 1
  }
}