Pith Number

pith:DEGYV5YN

pith:2025:DEGYV5YNHKHBVBFSQGF65UFYUZ

not attested not anchored not stored refs pending

Whisper Speaker Identification: Leveraging Pre-Trained Multilingual Transformers for Robust Speaker Embeddings

Jakaria Islam Emon, Kazi Tamanna Alam, Md Abu Salek

arxiv:2503.10446 v1 · 2025-03-13 · cs.SD · cs.AI · 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{DEGYV5YNHKHBVBFSQGF65UFYUZ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Missing-Token Prompted Reliability-Aware Fusion for Robust Polyglot Speaker Identification

Receipt and verification

First computed	2026-07-05T10:30:45.483478Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

190d8af70d3a8e1a84b2818beed0b8a6485b855a4c4ed38d7668d2cb6c89efb1

Aliases

arxiv: 2503.10446 · arxiv_version: 2503.10446v1 · doi: 10.48550/arxiv.2503.10446 · pith_short_12: DEGYV5YNHKHB · pith_short_16: DEGYV5YNHKHBVBFS · pith_short_8: DEGYV5YN

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/DEGYV5YNHKHBVBFSQGF65UFYUZ \
  | 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: 190d8af70d3a8e1a84b2818beed0b8a6485b855a4c4ed38d7668d2cb6c89efb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e53f37a8e0df1d368f795dc83848a726cb1f756b0886c263c3119c67bb046cb6",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-03-13T15:11:28Z",
    "title_canon_sha256": "2ab95862016dd4c01e80b14d4cf6e0b31e84880a7cb81546eef4c701fddc8d76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.10446",
    "kind": "arxiv",
    "version": 1
  }
}