Pith Number

pith:3U5KHZUI

pith:2020:3U5KHZUIDP2IG5IRG7DHX56V5Q

not attested not anchored not stored refs pending

Consistency of a Recurrent Language Model With Respect to Incomplete Decoding

Ilia Kulikov, Jaedeok Kim, Kyunghyun Cho, Richard Yuanzhe Pang, Sean Welleck

arxiv:2002.02492 v2 · 2020-02-06 · cs.LG · 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{3U5KHZUIDP2IG5IRG7DHX56V5Q}

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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

Probability-Consistent Preference Optimization for Enhanced LLM Reasoning

Receipt and verification

First computed	2026-07-05T01:39:56.084339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd3aa3e6881bf483751137c67bf7d5ec27d5253118bc0ea34d7dbaba5c2bbb0a

Aliases

arxiv: 2002.02492 · arxiv_version: 2002.02492v2 · doi: 10.48550/arxiv.2002.02492 · pith_short_12: 3U5KHZUIDP2I · pith_short_16: 3U5KHZUIDP2IG5IR · pith_short_8: 3U5KHZUI

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/3U5KHZUIDP2IG5IRG7DHX56V5Q \
  | 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: dd3aa3e6881bf483751137c67bf7d5ec27d5253118bc0ea34d7dbaba5c2bbb0a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "434d83ae0642efee854b50c2c41e03c71652c6ca5df143088f6bb5fd05991b93",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-06T19:56:15Z",
    "title_canon_sha256": "71c64cc4dc5a8cd9caa291121cbcd54bf58b175f8c408212e3cb2141979d807a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.02492",
    "kind": "arxiv",
    "version": 2
  }
}