Pith Number

pith:SX2A6MF7

pith:2026:SX2A6MF7RUS5WY6JYOSXAESIV2

not attested not anchored not stored refs pending

Speaker Verification with Speech-Aware LLMs: Evaluation and Augmentation

Jesus Villalba-Lopez, Laureano Moro-Velazquez, Najim Dehak, Thomas Thebaud, Yuzhe Wang

arxiv:2603.10827 v2 · 2026-03-11 · cs.SD · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SX2A6MF7RUS5WY6JYOSXAESIV2}

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

SpeakerLLM: A Speaker-Specialized Audio-LLM for Speaker Understanding and Verification Reasoning

Receipt and verification

First computed	2026-06-19T16:12:05.659798Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95f40f30bf8d25db63c9c3a5701248ae8f5d84a8666e8e6969f16887e2727a7f

Aliases

arxiv: 2603.10827 · arxiv_version: 2603.10827v2 · doi: 10.48550/arxiv.2603.10827 · pith_short_12: SX2A6MF7RUS5 · pith_short_16: SX2A6MF7RUS5WY6J · pith_short_8: SX2A6MF7

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/SX2A6MF7RUS5WY6JYOSXAESIV2 \
  | 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: 95f40f30bf8d25db63c9c3a5701248ae8f5d84a8666e8e6969f16887e2727a7f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55fef407d529f8a7c0bbc56ad49156efa7f757d9c4d027d11833cbd61f4311b6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2026-03-11T14:34:25Z",
    "title_canon_sha256": "56fd092b70ff1dca49937be0b357cba713edd9830939b2ff2937b1cc2837332c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.10827",
    "kind": "arxiv",
    "version": 2
  }
}