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pith:OBZUEMUF

pith:2024:OBZUEMUFDTUV64SVIOFDJATQLL
not attested not anchored not stored refs pending

Transformers Can Represent $n$-gram Language Models

Anej Svete, Ryan Cotterell

arxiv:2404.14994 v3 · 2024-04-23 · cs.CL · cs.AI · cs.CC · cs.FL · cs.LG

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\usepackage{pith}
\pithnumber{OBZUEMUFDTUV64SVIOFDJATQLL}

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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.

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1 paper in Pith

Receipt and verification
First computed 2026-07-05T08:34:47.788962Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

70734232851ce95f7255438a3482705ac7da3cc7e41d40b332dc2436e740a72f

Aliases

arxiv: 2404.14994 · arxiv_version: 2404.14994v3 · doi: 10.48550/arxiv.2404.14994 · pith_short_12: OBZUEMUFDTUV · pith_short_16: OBZUEMUFDTUV64SV · pith_short_8: OBZUEMUF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/OBZUEMUFDTUV64SVIOFDJATQLL \
  | 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: 70734232851ce95f7255438a3482705ac7da3cc7e41d40b332dc2436e740a72f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "adbc72b2f143d1a359fde0de46ac66e34f6a0382c37ab1380722fe580daae5d5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CC",
      "cs.FL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-23T12:51:37Z",
    "title_canon_sha256": "c95c9f01898a41774cbbab6ef167227fa41b2c94f3c051bf32ef2924dc7175be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.14994",
    "kind": "arxiv",
    "version": 3
  }
}