Pith Number

pith:N3CYIV4V

pith:2024:N3CYIV4VSRJITUDQUXZYSEB4AY

not attested not anchored not stored refs pending

Advancing Speech Language Models by Scaling Supervised Fine-Tuning with Over 60,000 Hours of Synthetic Speech Dialogue Data

Bajian Xiang, Qiang Niu, Shuaijiang Zhao, Tingwei Guo, Tongtang Wan, Wei Zou, Xiangang Li

arxiv:2412.01078 v2 · 2024-12-02 · cs.CL · cs.AI · cs.HC

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\usepackage{pith}
\pithnumber{N3CYIV4VSRJITUDQUXZYSEB4AY}

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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

3 papers in Pith

Voice "Cloning" is Style Transfer

SpeechMedAssist: Efficiently and Effectively Adapting Speech Language Models for Medical Consultation

Receipt and verification

First computed	2026-07-05T09:43:38.496149Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ec5845795945289d070a5f389103c062a04147625ec8fdf0cb570d6819ef535

Aliases

arxiv: 2412.01078 · arxiv_version: 2412.01078v2 · doi: 10.48550/arxiv.2412.01078 · pith_short_12: N3CYIV4VSRJI · pith_short_16: N3CYIV4VSRJITUDQ · pith_short_8: N3CYIV4V

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/N3CYIV4VSRJITUDQUXZYSEB4AY \
  | 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: 6ec5845795945289d070a5f389103c062a04147625ec8fdf0cb570d6819ef535

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63ecfb3b72c02a75069a6611781f5a99e8085ccf8583899d95644dd8f54f2035",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-02T03:31:46Z",
    "title_canon_sha256": "7eefa539274104341f46e287d187b6b7e5bc5297bc3053d188718c80876f8421"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01078",
    "kind": "arxiv",
    "version": 2
  }
}