Pith Number

pith:XXPRU2SO

pith:2024:XXPRU2SO5RX4GPK2AVWWYQH5EM

not attested not anchored not stored refs pending

Hallucinations in Neural Automatic Speech Recognition: Identifying Errors and Hallucinatory Models

Bertram E. Shi, Rita Frieske

arxiv:2401.01572 v1 · 2024-01-03 · cs.CL · cs.SD · eess.AS

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\usepackage{pith}
\pithnumber{XXPRU2SO5RX4GPK2AVWWYQH5EM}

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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

8 papers in Pith

From Text Metrics to Model Internals: A Study of Whisper ASR Hallucination Detection

HALAS: A Human-Annotated Dataset of Hallucinations of Modern ASR Systems

TW-Sound580K: A Regional Audio-Text Dataset with Verification-Guided Curation for Localized Audio-Language Modeling

LLMs and Speech: Integration vs. Combination

Too Good to Be True: A Study on Modern Automatic Speech Recognition for the Evaluation of Speech Enhancement

Receipt and verification

First computed	2026-07-05T07:29:45.120339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bddf1a6a4eec6fc33d5a056d6c40fd232d59204390bdf9261037b4c0f7f7e970

Aliases

arxiv: 2401.01572 · arxiv_version: 2401.01572v1 · doi: 10.48550/arxiv.2401.01572 · pith_short_12: XXPRU2SO5RX4 · pith_short_16: XXPRU2SO5RX4GPK2 · pith_short_8: XXPRU2SO

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/XXPRU2SO5RX4GPK2AVWWYQH5EM \
  | 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: bddf1a6a4eec6fc33d5a056d6c40fd232d59204390bdf9261037b4c0f7f7e970

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e220542f1d79ada390b7b72c2ed1f65c61254a7b06e2366f5f5329d9ac85b75",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-03T06:56:56Z",
    "title_canon_sha256": "47306404207383aa5c63b989b43aedf3af98297cd1874d61f39ab1e655c524e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.01572",
    "kind": "arxiv",
    "version": 1
  }
}