Pith Number

pith:R3GGZSR6

pith:2025:R3GGZSR6GNL3CNPAK6DHFU42TP

not attested not anchored not stored refs pending

AudioJudge: Understanding What Works in Large Audio Model Based Speech Evaluation

Ali Sartaz Khan, Diyi Yang, Kunat Pipatanakul, Michael J. Ryan, Potsawee Manakul, Warit Sirichotedumrong, William Held, Woody Haosheng Gan

arxiv:2507.12705 v1 · 2025-07-17 · cs.CL · cs.SD · eess.AS

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R3GGZSR6GNL3CNPAK6DHFU42TP}

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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

A Reliability Assessment of LALM Audio Judges for Full-Duplex Voice Agents

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

TTS-PRISM: A Perceptual Reasoning and Interpretable Speech Model for Fine-Grained Diagnosis

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

Receipt and verification

First computed	2026-07-05T11:38:37.608805Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ecc6cca3e3357b135e0578672d39a9be0592d32b74d9f8ed2ced4d2ffa69117

Aliases

arxiv: 2507.12705 · arxiv_version: 2507.12705v1 · doi: 10.48550/arxiv.2507.12705 · pith_short_12: R3GGZSR6GNL3 · pith_short_16: R3GGZSR6GNL3CNPA · pith_short_8: R3GGZSR6

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/R3GGZSR6GNL3CNPAK6DHFU42TP \
  | 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: 8ecc6cca3e3357b135e0578672d39a9be0592d32b74d9f8ed2ced4d2ffa69117

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8fe42abf0290d3f14a47706c610816608aaff6822acee1574499fd1c0de9c0f1",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-17T00:39:18Z",
    "title_canon_sha256": "9043565358d1fed5921ba12d834343089d58f833fa5c20bac5e58cd65e69b048"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.12705",
    "kind": "arxiv",
    "version": 1
  }
}