Pith. sign in
Pith Number

pith:Q4HKCRAV

pith:2020:Q4HKCRAV4N5YGZW64IDPKU3DAY
not attested not anchored not stored refs pending

Reflective Decoding: Beyond Unidirectional Generation with Off-the-Shelf Language Models

Ari Holtzman, Chandra Bhagavatula, Jena Hwang, Peter West, Ximing Lu, Yejin Choi

arxiv:2010.08566 v4 · 2020-10-16 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{Q4HKCRAV4N5YGZW64IDPKU3DAY}

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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.
Receipt and verification
First computed 2026-07-05T03:43:37.445932Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

870ea14415e37b8366dee206f55363060b286642d338b832c7b750924f6a513c

Aliases

arxiv: 2010.08566 · arxiv_version: 2010.08566v4 · doi: 10.48550/arxiv.2010.08566 · pith_short_12: Q4HKCRAV4N5Y · pith_short_16: Q4HKCRAV4N5YGZW6 · pith_short_8: Q4HKCRAV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Q4HKCRAV4N5YGZW64IDPKU3DAY \
  | 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: 870ea14415e37b8366dee206f55363060b286642d338b832c7b750924f6a513c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b6dc55c2c1bbdfdefead2b14ea7594b8b89d1930b1089c03cb9fa74f0b368976",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-10-16T18:02:07Z",
    "title_canon_sha256": "592e4b25278472b753c11c570cee331e11d562fa4149b62855789a1272b566af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.08566",
    "kind": "arxiv",
    "version": 4
  }
}