Pith Number

pith:MMTRES5X

pith:2025:MMTRES5XBUNQUSJL342MJY4L5F

not attested not anchored not stored refs pending

Evaluation of LLMs in Speech is Often Flawed: Test Set Contamination in Large Language Models for Speech Recognition

Rogier Van Dalen, Shucong Zhang, Sourav Bhattacharya, Titouan Parcollet, Yuan Tseng

arxiv:2505.22251 v2 · 2025-05-28 · eess.AS · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MMTRES5XBUNQUSJL342MJY4L5F}

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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

3 papers in Pith

Subtitle-Aligned Fine-Tuning of Whisper for Swiss German ASR: Benchmark Contamination, Convention Mismatch, and an Honest Baseline at 25.6% WER (13.8% cWER)

AQUA-Bench: Beyond Finding Answers to Knowing When There Are None in Audio Question Answering

Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models

Receipt and verification

First computed	2026-07-05T11:16:35.548376Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6327124bb70d1b0a492bdf34c4e38be978e3731e3c759fef6287ca0aae7d7b55

Aliases

arxiv: 2505.22251 · arxiv_version: 2505.22251v2 · doi: 10.48550/arxiv.2505.22251 · pith_short_12: MMTRES5XBUNQ · pith_short_16: MMTRES5XBUNQUSJL · pith_short_8: MMTRES5X

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/MMTRES5XBUNQUSJL342MJY4L5F \
  | 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: 6327124bb70d1b0a492bdf34c4e38be978e3731e3c759fef6287ca0aae7d7b55

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a04e232a6fad094034b967af1d2ff7bb8c70f1d0b4dc3c7099294b3d818e1c9d",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2025-05-28T11:39:59Z",
    "title_canon_sha256": "ba330f0584125e81a3d2173be2395ea6094c0d407c408503dc6f3bf87b110bef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22251",
    "kind": "arxiv",
    "version": 2
  }
}