pith. sign in
Pith Number

pith:6USK4N7V

pith:2021:6USK4N7V44UY7RTB4U3IQEABX2
not attested not anchored not stored refs pending

Correcting Automated and Manual Speech Transcription Errors using Warped Language Models

Dilek Hakkani T\"ur, Gokhan Tur, John Malik, Li Erran Li, Mahdi Namazifar

arxiv:2103.14580 v1 · 2021-03-26 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6USK4N7V44UY7RTB4U3IQEABX2}

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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.
Receipt and verification
First computed 2026-07-05T02:26:42.598502Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f524ae37f5e7298fc661e536881001bea1d229845d6a385c891e7f020d41f3d2

Aliases

arxiv: 2103.14580 · arxiv_version: 2103.14580v1 · doi: 10.48550/arxiv.2103.14580 · pith_short_12: 6USK4N7V44UY · pith_short_16: 6USK4N7V44UY7RTB · pith_short_8: 6USK4N7V
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6USK4N7V44UY7RTB4U3IQEABX2 \
  | 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: f524ae37f5e7298fc661e536881001bea1d229845d6a385c891e7f020d41f3d2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5617aa0d700b217c3feb4914987e04e912d8048d2733a1e54f2a3b828bb388ab",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-03-26T16:43:23Z",
    "title_canon_sha256": "b7dfc19d6ce1dd9b449a6d30af6cbc182fd6b6c1e31c267339f7579ea284c987"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.14580",
    "kind": "arxiv",
    "version": 1
  }
}