Pith Number

pith:OAROWUED

pith:2024:OAROWUEDPMX7JIN4KWZVIKGS6F

not attested not anchored not stored refs pending

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling

Chenda Li, Leying Zhang, Wangyou Zhang, Yanmin Qian

arxiv:2412.14890 v1 · 2024-12-19 · eess.AS · cs.SD

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OAROWUEDPMX7JIN4KWZVIKGS6F}

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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

Less is More: Data Curation Matters in Scaling Speech Enhancement

Receipt and verification

First computed	2026-07-05T09:51:53.952612Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7022eb50837b2ff4a1bc55b35428d2f14c61fb0000fafbee9a09e34c036b55d1

Aliases

arxiv: 2412.14890 · arxiv_version: 2412.14890v1 · doi: 10.48550/arxiv.2412.14890 · pith_short_12: OAROWUEDPMX7 · pith_short_16: OAROWUEDPMX7JIN4 · pith_short_8: OAROWUED

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/OAROWUEDPMX7JIN4KWZVIKGS6F \
  | 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: 7022eb50837b2ff4a1bc55b35428d2f14c61fb0000fafbee9a09e34c036b55d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7f823232fa831026f783c24069d53000136ca166927f873168c492a2c510ab6",
    "cross_cats_sorted": [
      "cs.SD"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2024-12-19T14:21:51Z",
    "title_canon_sha256": "5fdf1aa3a00225c6472055569a4cd59b959f6635f2d389b89f0b8a7dc454d729"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14890",
    "kind": "arxiv",
    "version": 1
  }
}