pith. sign in
Pith Number

pith:O2RWDRRS

pith:2021:O2RWDRRSUVIPVUBBGEA2BFCQLA
not attested not anchored not stored refs pending

Biomedical Data-to-Text Generation via Fine-Tuning Transformers

Angelo Ziletti, Nicholas Drago, Ruslan Yermakov

arxiv:2109.01518 v1 · 2021-09-03 · cs.LG · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{O2RWDRRSUVIPVUBBGEA2BFCQLA}

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 2026-07-05T03:11:19.237601Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

76a361c632a550fad0213101a09450581cc058032d45a49875ab7c66b2cb6b39

Aliases

arxiv: 2109.01518 · arxiv_version: 2109.01518v1 · doi: 10.48550/arxiv.2109.01518 · pith_short_12: O2RWDRRSUVIP · pith_short_16: O2RWDRRSUVIPVUBB · pith_short_8: O2RWDRRS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/O2RWDRRSUVIPVUBBGEA2BFCQLA \
  | 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: 76a361c632a550fad0213101a09450581cc058032d45a49875ab7c66b2cb6b39
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fa8aca4f51cb22f036b3aa68bb1001b510c96157f593e45c8a07f010aa14863b",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-03T13:42:30Z",
    "title_canon_sha256": "b8a2be6fb0745945ee985dc4371616dc23223e02f62d25c5b91b78b487c57ae5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.01518",
    "kind": "arxiv",
    "version": 1
  }
}