Pith Number

pith:7CWSHXCZ

pith:2025:7CWSHXCZPRDVH6IXSUIUGMVI3D

not attested not anchored not stored refs pending

A Variational Framework for Improving Naturalness in Generative Spoken Language Models

Ahmed Hussen Abdelaziz, Alexander Rudnicky, Li-Wei Chen, Takuya Higuchi, Zakaria Aldeneh

arxiv:2506.14767 v1 · 2025-06-17 · cs.CL · cs.AI · cs.LG · cs.SD · 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{7CWSHXCZPRDVH6IXSUIUGMVI3D}

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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

Speak Your Mind: The Speech Continuation Task as a Probe of Voice-Based Model Bias

Receipt and verification

First computed	2026-07-05T11:23:12.672568Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f8ad23dc597c4753f91795114332a8d8f35af950a1ef40f6a17806ef1255fe2e

Aliases

arxiv: 2506.14767 · arxiv_version: 2506.14767v1 · doi: 10.48550/arxiv.2506.14767 · pith_short_12: 7CWSHXCZPRDV · pith_short_16: 7CWSHXCZPRDVH6IX · pith_short_8: 7CWSHXCZ

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/7CWSHXCZPRDVH6IXSUIUGMVI3D \
  | 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: f8ad23dc597c4753f91795114332a8d8f35af950a1ef40f6a17806ef1255fe2e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "743784419f9ec76e9409b5540f65f147660bbddd2586ab908d727f6f6c62ed46",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-17T17:58:17Z",
    "title_canon_sha256": "d8492e850717c82bf8d3ab9527caa693e2c93f6319f04e586ea185b5491992f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.14767",
    "kind": "arxiv",
    "version": 1
  }
}