Pith Number

pith:LLAMTBDQ

pith:2023:LLAMTBDQLJYRAEO5RHWL7HHLK6

not attested not anchored not stored refs pending

Representation Deficiency in Masked Language Modeling

Han Fang, Jiawei Han, Jitin Krishnan, Luke Zettlemoyer, Marjan Ghazvininejad, Qifan Wang, Sinong Wang, Yu Meng, Yuning Mao

arxiv:2302.02060 v2 · 2023-02-04 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{LLAMTBDQLJYRAEO5RHWL7HHLK6}

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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

ExLM: Rethinking the Impact of [MASK] Tokens in Masked Language Models

Receipt and verification

First computed	2026-07-05T07:56:46.598782Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ac0c984705a711011dd89ecbf9ceb57856b08e5bf86d6da43a552df13b3e302

Aliases

arxiv: 2302.02060 · arxiv_version: 2302.02060v2 · doi: 10.48550/arxiv.2302.02060 · pith_short_12: LLAMTBDQLJYR · pith_short_16: LLAMTBDQLJYRAEO5 · pith_short_8: LLAMTBDQ

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/LLAMTBDQLJYRAEO5RHWL7HHLK6 \
  | 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: 5ac0c984705a711011dd89ecbf9ceb57856b08e5bf86d6da43a552df13b3e302

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "711c96bc7824529f8d89624197deab2d41f0ac7e58458bda37bdd6d639f922ea",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-02-04T01:54:17Z",
    "title_canon_sha256": "3a35f1f31394a3c536430cc1216965a429ef923b593a75994955e742c8f70b16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.02060",
    "kind": "arxiv",
    "version": 2
  }
}