Pith Number

pith:X6EHGAKH

pith:2021:X6EHGAKH5YEQ6NHML2KATC22PP

not attested not anchored not stored refs pending

Adapting GPT, GPT-2 and BERT Language Models for Speech Recognition

Chao Zhang, Philip C. Woodland, Xianrui Zheng

arxiv:2108.07789 v2 · 2021-07-29 · cs.CL · cs.SD · eess.AS

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\usepackage{pith}
\pithnumber{X6EHGAKH5YEQ6NHML2KATC22PP}

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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

MTLM: Incorporating Bidirectional Text Information to Enhance Language Model Training in Speech Recognition Systems

Receipt and verification

First computed	2026-07-05T03:19:20.625603Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf88730147ee090f34ec5e94098b5a7be3d60707486ab35baa66545133be0602

Aliases

arxiv: 2108.07789 · arxiv_version: 2108.07789v2 · doi: 10.48550/arxiv.2108.07789 · pith_short_12: X6EHGAKH5YEQ · pith_short_16: X6EHGAKH5YEQ6NHM · pith_short_8: X6EHGAKH

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/X6EHGAKH5YEQ6NHML2KATC22PP \
  | 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: bf88730147ee090f34ec5e94098b5a7be3d60707486ab35baa66545133be0602

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbf64b3c44b56b205fcf0968810dfb6925d565084efa8be4ef60ee2e1eda6abd",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-07-29T16:53:37Z",
    "title_canon_sha256": "2afcece8c2ab99d8f3e868abb8b4156f3fdc9c6b1175ded492815cf9ddc06308"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.07789",
    "kind": "arxiv",
    "version": 2
  }
}