Pith Number

pith:XMTRJKNE

pith:2019:XMTRJKNEQTST7TUGWOJC2K7HBX

not attested not anchored not stored refs pending

Revisiting Self-Training for Neural Sequence Generation

Jiajun Shen, Jiatao Gu, Junxian He, Marc'Aurelio Ranzato

arxiv:1909.13788 v3 · 2019-09-30 · cs.LG · cs.CL · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XMTRJKNEQTST7TUGWOJC2K7HBX}

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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

1 paper in Pith

Reinforced Self-Training (ReST) for Language Modeling

Receipt and verification

First computed	2026-07-05T01:43:55.049584Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb2714a9a484e53fce86b3922d2be70de9dbb29709a5f8e4b0bbf419f05f643d

Aliases

arxiv: 1909.13788 · arxiv_version: 1909.13788v3 · doi: 10.48550/arxiv.1909.13788 · pith_short_12: XMTRJKNEQTST · pith_short_16: XMTRJKNEQTST7TUG · pith_short_8: XMTRJKNE

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/XMTRJKNEQTST7TUGWOJC2K7HBX \
  | 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: bb2714a9a484e53fce86b3922d2be70de9dbb29709a5f8e4b0bbf419f05f643d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8568a511fdd26496e6a2e0f1ffc0dae24c49bec520836456f96cda74eb596423",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-30T15:30:00Z",
    "title_canon_sha256": "86916147f13cef644c79adc062884796e661627c9c2bfac273905487f8167d8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.13788",
    "kind": "arxiv",
    "version": 3
  }
}