Pith. sign in
Pith Number

pith:KPQQM4UO

pith:2022:KPQQM4UOQMD5UHF5WSHWIVD43T
not attested not anchored not stored refs pending

DC-MBR: Distributional Cooling for Minimum Bayesian Risk Decoding

Fandong Meng, Jianhao Yan, Jie Zhou, Jin Xu, Yue Zhang

arxiv:2212.04205 v2 · 2022-12-08 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KPQQM4UOQMD5UHF5WSHWIVD43T}

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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 2026-07-05T06:11:18.247992Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

53e106728e8307da1cbdb48f64547cdcf0c2f4ebc2c0a8b8022ea3fe18f38f71

Aliases

arxiv: 2212.04205 · arxiv_version: 2212.04205v2 · doi: 10.48550/arxiv.2212.04205 · pith_short_12: KPQQM4UOQMD5 · pith_short_16: KPQQM4UOQMD5UHF5 · pith_short_8: KPQQM4UO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KPQQM4UOQMD5UHF5WSHWIVD43T \
  | 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: 53e106728e8307da1cbdb48f64547cdcf0c2f4ebc2c0a8b8022ea3fe18f38f71
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d8c31b9ef6c2e29e466162b4710a79e9ef3195cd3351d1524783c4b4f96e7303",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-08T11:40:31Z",
    "title_canon_sha256": "142140d3bb769b30448728a1f76bb8e844d4d9e11f528ac9ac9da3be6649c022"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.04205",
    "kind": "arxiv",
    "version": 2
  }
}