Pith Number

pith:4P5P4J65

pith:2021:4P5P4J65QSIF7N3MCWJFFFDWTG

not attested not anchored not stored refs pending

Exposing the Implicit Energy Networks behind Masked Language Models via Metropolis--Hastings

Chris Dyer, Kartik Goyal, Taylor Berg-Kirkpatrick

arxiv:2106.02736 v2 · 2021-06-04 · cs.LG · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4P5P4J65QSIF7N3MCWJFFFDWTG}

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.

Cited by

1 paper in Pith

Continuous diffusion for categorical data

Receipt and verification

First computed	2026-07-05T04:05:11.610021Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3fafe27dd84905fb76c15925294769996c80babdab92871cbcaace6c96cd70d

Aliases

arxiv: 2106.02736 · arxiv_version: 2106.02736v2 · doi: 10.48550/arxiv.2106.02736 · pith_short_12: 4P5P4J65QSIF · pith_short_16: 4P5P4J65QSIF7N3M · pith_short_8: 4P5P4J65

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/4P5P4J65QSIF7N3MCWJFFFDWTG \
  | 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: e3fafe27dd84905fb76c15925294769996c80babdab92871cbcaace6c96cd70d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6d4eead8eb79e96c2be7b5668442417a9be6c30335646c79f510fb767c1eb60",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-04T22:04:30Z",
    "title_canon_sha256": "1f5c916f2257e2183e86e6bfa6539e1484229919da690385970221d22b492202"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.02736",
    "kind": "arxiv",
    "version": 2
  }
}