Pith Number

pith:L44BN5YN

pith:2022:L44BN5YN6DTBHCTUXC6VNGE3TH

not attested not anchored not stored refs pending

On the Role of Bidirectionality in Language Model Pre-Training

Jingfei Du, Luke Zettlemoyer, Mikel Artetxe, Naman Goyal, Ves Stoyanov

arxiv:2205.11726 v2 · 2022-05-24 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{L44BN5YN6DTBHCTUXC6VNGE3TH}

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Record completeness

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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

2 papers in Pith

Efficient Training of Language Models to Fill in the Middle

Receipt and verification

First computed	2026-07-05T05:10:37.918690Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f3816f70df0e6138a74b8bd56989b99ddfb7ef69aa71472b592fbf36f753fa4

Aliases

arxiv: 2205.11726 · arxiv_version: 2205.11726v2 · doi: 10.48550/arxiv.2205.11726 · pith_short_12: L44BN5YN6DTB · pith_short_16: L44BN5YN6DTBHCTU · pith_short_8: L44BN5YN

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/L44BN5YN6DTBHCTUXC6VNGE3TH \
  | 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: 5f3816f70df0e6138a74b8bd56989b99ddfb7ef69aa71472b592fbf36f753fa4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb6feb7e705e15adc93ae68d8a20c8227fcc7753c95454b5f4d364bb30e2c046",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-05-24T02:25:05Z",
    "title_canon_sha256": "ec1d0e4cb1c647f2c0cf13e5eb95db32b3409bef92a22386b43a4cf8d31cc60b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.11726",
    "kind": "arxiv",
    "version": 2
  }
}