Pith Number

pith:43YS2VMU

pith:2025:43YS2VMUK6Y7ZB5IVPERHMEGGW

not attested not anchored not stored refs pending

Audio Large Language Models Can Be Descriptive Speech Quality Evaluators

Chao-Han Huck Yang, Chao Zhang, Chen Chen, Eng Siong Chng, Helin Wang, Siyin Wang, Yuchen Hu, Zhehuai Chen

arxiv:2501.17202 v2 · 2025-01-27 · cs.SD · cs.CL · eess.AS

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{43YS2VMUK6Y7ZB5IVPERHMEGGW}

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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

4 papers in Pith

ParaPairAudioBench: Paralinguistic Pairwise Audio Benchmark for LALM-as-a-Judge

Leveraging Audio-LLMs to Filter Speech-to-Speech Training Data

JASTIN: Aligning LLMs for Zero-Shot Audio and Speech Evaluation via Natural Language Instructions

Character Beyond Speech: Leveraging Role-Playing Evaluation in Audio Large Language Models via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:29:33.194485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e6f12d559457b1fc87a8abc913b08635a2fc88c5d0a02503ab80a30b35458b64

Aliases

arxiv: 2501.17202 · arxiv_version: 2501.17202v2 · doi: 10.48550/arxiv.2501.17202 · pith_short_12: 43YS2VMUK6Y7 · pith_short_16: 43YS2VMUK6Y7ZB5I · pith_short_8: 43YS2VMU

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/43YS2VMUK6Y7ZB5IVPERHMEGGW \
  | 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: e6f12d559457b1fc87a8abc913b08635a2fc88c5d0a02503ab80a30b35458b64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98378a89ec122c86939d5c0790fe01620d4877004fad9bd5655cc24bdec4322e",
    "cross_cats_sorted": [
      "cs.CL",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-01-27T22:47:51Z",
    "title_canon_sha256": "95ca63f6ae19217c17ad118285e8d124f15c4302f907f4e184eb6bfce864ae5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.17202",
    "kind": "arxiv",
    "version": 2
  }
}