Pith Number

pith:NVMYMIZK

pith:2024:NVMYMIZKJH7DFGD53PE2K4BXXD

not attested not anchored not stored refs pending

Continuous Speech Tokens Makes LLMs Robust Multi-Modality Learners

Sheng Zhao, Shujie Liu, Yanqing Liu, Ze Yuan

arxiv:2412.04917 v1 · 2024-12-06 · cs.SD · eess.AS · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NVMYMIZKJH7DFGD53PE2K4BXXD}

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

2 papers in Pith

On The Landscape of Spoken Language Models: A Comprehensive Survey

Fast Text-to-Audio Generation with One-Step Sampling via Energy-Scoring and Auxiliary Contextual Representation Distillation

Receipt and verification

First computed	2026-07-05T09:45:26.033666Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d5986232a49fe32987ddbc9a57037b8c9b864ffcef43a17d0fe0561d2498261

Aliases

arxiv: 2412.04917 · arxiv_version: 2412.04917v1 · doi: 10.48550/arxiv.2412.04917 · pith_short_12: NVMYMIZKJH7D · pith_short_16: NVMYMIZKJH7DFGD5 · pith_short_8: NVMYMIZK

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/NVMYMIZKJH7DFGD53PE2K4BXXD \
  | 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: 6d5986232a49fe32987ddbc9a57037b8c9b864ffcef43a17d0fe0561d2498261

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d27b8710a12021bf3f16832cdd9ffdc2db3eb68222961071a5b5f95bd155501",
    "cross_cats_sorted": [
      "eess.AS",
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-12-06T10:16:04Z",
    "title_canon_sha256": "9cf42dbadc09a9b261cb84c06a80d745c8fa75a3fb02d5d8c8959707f53bae35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04917",
    "kind": "arxiv",
    "version": 1
  }
}