Pith Number

pith:U5MS422G

pith:2022:U5MS422GV5KCPJTTNR3Z22UTR2

not attested not anchored not stored refs pending

SUPERB-SG: Enhanced Speech processing Universal PERformance Benchmark for Semantic and Generative Capabilities

Abdelrahman Mohamed, Andy T. Liu, Cheng-I Jeff Lai, Heng-Jui Chang, Hsiang-Sheng Tsai, Hsuan-Jui Chen, Hung-yi Lee, Jiatong Shi, Kushal Lakhotia, Phil Hall, Shang-Wen Li, Shinji Watanabe, Shu-wen Yang, Shuyan Dong, Wen-Chin Huang, Xuankai Chang, Zili Huang

arxiv:2203.06849 v1 · 2022-03-14 · cs.CL · cs.SD · eess.AS

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

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\usepackage{pith}
\pithnumber{U5MS422GV5KCPJTTNR3Z22UTR2}

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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

A SUPERB-Style Benchmark of Self-Supervised Speech Models for Audio Deepfake Detection

Multi-layer attentive probing improves transfer of audio representations for bioacoustics

A framework for analyzing concept representations in neural models

Receipt and verification

First computed	2026-07-05T04:04:56.617472Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7592e6b46af5427a6736c779d6a938ea25daa626a32777575d2cd186618d900

Aliases

arxiv: 2203.06849 · arxiv_version: 2203.06849v1 · doi: 10.48550/arxiv.2203.06849 · pith_short_12: U5MS422GV5KC · pith_short_16: U5MS422GV5KCPJTT · pith_short_8: U5MS422G

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/U5MS422GV5KCPJTTNR3Z22UTR2 \
  | 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: a7592e6b46af5427a6736c779d6a938ea25daa626a32777575d2cd186618d900

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc5496529c1ebdf291c22fa8e97a19076f8d03e19754a23837f8acf9897009f0",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-03-14T04:26:40Z",
    "title_canon_sha256": "5ca1132542000f0ab641a1fd96938a3a6ab76b38b89d4d027ee7f77f31441737"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.06849",
    "kind": "arxiv",
    "version": 1
  }
}