Pith Number

pith:GCYUNAAV

pith:2024:GCYUNAAV2S75V367WMPOMY5DMT

not attested not anchored not stored refs pending

Large Language Models are Efficient Learners of Noise-Robust Speech Recognition

Chao-Han Huck Yang, Chao Zhang, Chen Chen, EnSiong Chng, Pin-Yu Chen, Ruizhe Li, Yuchen Hu

arxiv:2401.10446 v1 · 2024-01-19 · cs.CL · cs.AI · cs.LG · cs.SD · eess.AS

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\usepackage{pith}
\pithnumber{GCYUNAAV2S75V367WMPOMY5DMT}

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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

Leveraging LLM for Stuttering Speech: A Unified Architecture Bridging Recognition and Event Detection

Receipt and verification

First computed	2026-07-05T07:35:26.275194Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

30b1468015d4bfdaefdfb31ee663a364efb82981c25593946d7f9ebd9308406f

Aliases

arxiv: 2401.10446 · arxiv_version: 2401.10446v1 · doi: 10.48550/arxiv.2401.10446 · pith_short_12: GCYUNAAV2S75 · pith_short_16: GCYUNAAV2S75V367 · pith_short_8: GCYUNAAV

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/GCYUNAAV2S75V367WMPOMY5DMT \
  | 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: 30b1468015d4bfdaefdfb31ee663a364efb82981c25593946d7f9ebd9308406f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e32ef5e59a911928dac6018cd5a6bd6f4b24356d9088d39e756a1f2697f626b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-19T01:29:27Z",
    "title_canon_sha256": "c2ddd5b0c96aa8bec810db97058aadceffd987479ed0f67117e30e5b77f23991"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.10446",
    "kind": "arxiv",
    "version": 1
  }
}