Pith Number

pith:SEO2CS7O

pith:2019:SEO2CS7OM7MLQPVFEL43HKMUZ2

not attested not anchored not stored refs pending

Global Autoregressive Models for Data-Efficient Sequence Learning

Jean-Marc Andreoli, Marc Dymetman, Tetiana Parshakova

arxiv:1909.07063 v2 · 2019-09-16 · cs.LG · cs.AI · cs.CL · 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{SEO2CS7OM7MLQPVFEL43HKMUZ2}

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	2026-07-05T00:05:55.364914Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

911da14bee67d8b83ea522f9b3a994cea6f82079a9b29cbeae698c5147097530

Aliases

arxiv: 1909.07063 · arxiv_version: 1909.07063v2 · doi: 10.48550/arxiv.1909.07063 · pith_short_12: SEO2CS7OM7ML · pith_short_16: SEO2CS7OM7MLQPVF · pith_short_8: SEO2CS7O

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/SEO2CS7OM7MLQPVFEL43HKMUZ2 \
  | 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: 911da14bee67d8b83ea522f9b3a994cea6f82079a9b29cbeae698c5147097530

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97ace0212de407d48cd6469babe95229d6973a253b0722a17a9b666f7ff0573e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-16T08:46:30Z",
    "title_canon_sha256": "eed06a5ecef0d616911b5cbe16013d4706728331cd38ddd60af60dfe99326d99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.07063",
    "kind": "arxiv",
    "version": 2
  }
}