Pith Number

pith:JBLAESY4

pith:2021:JBLAESY4GG6U72PHWEA2MSIXB7

not attested not anchored not stored refs pending

High Quality Rather than High Model Probability: Minimum Bayes Risk Decoding with Neural Metrics

Bowen Liang, David Grangier, Markus Freitag, Qijun Tan

arxiv:2111.09388 v3 · 2021-11-17 · cs.CL · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JBLAESY4GG6U72PHWEA2MSIXB7}

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	2026-07-05T04:17:37.623687Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4856024b1c31bd4fe9e7b101a649170ff5c22894cd7f212601f40d9f136c340d

Aliases

arxiv: 2111.09388 · arxiv_version: 2111.09388v3 · doi: 10.48550/arxiv.2111.09388 · pith_short_12: JBLAESY4GG6U · pith_short_16: JBLAESY4GG6U72PH · pith_short_8: JBLAESY4

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/JBLAESY4GG6U72PHWEA2MSIXB7 \
  | 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: 4856024b1c31bd4fe9e7b101a649170ff5c22894cd7f212601f40d9f136c340d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6750c9d77f3ec57573782bddfdd0e1f4dba6abe0607e3d88e043c5e225d9a7c5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-11-17T20:48:02Z",
    "title_canon_sha256": "b611633882b396ae7c2069347c0a95cca7043bd195a3f138b8b6d7279ffa1a13"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.09388",
    "kind": "arxiv",
    "version": 3
  }
}