Pith Number

pith:77C5CWBJ

pith:2025:77C5CWBJHFPSZDV6N7AZP733QU

not attested not anchored not stored refs pending

Enhancing Generalization of Speech Large Language Models with Multi-Task Behavior Imitation and Speech-Text Interleaving

Hui Wang, Jingran Xie, Xiang Li, Xixin Wu, Yang Xiang, Yue Yu, Zhiyong Wu

arxiv:2505.18644 v1 · 2025-05-24 · eess.AS · cs.CL · cs.SD

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\usepackage{pith}
\pithnumber{77C5CWBJHFPSZDV6N7AZP733QU}

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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

2 papers in Pith

Rethinking Speech-LLM Integration for ASR: Effective Joint Speech-Text Training by Interleaving

Towards Building Speech Large Language Models for Multitask Understanding in Low-Resource Languages

Receipt and verification

First computed	2026-07-05T11:09:16.975632Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ffc5d15829395f2c8ebe6fc197ff7b851af6618e1e0b92d0a6587cbef8c69c21

Aliases

arxiv: 2505.18644 · arxiv_version: 2505.18644v1 · doi: 10.48550/arxiv.2505.18644 · pith_short_12: 77C5CWBJHFPS · pith_short_16: 77C5CWBJHFPSZDV6 · pith_short_8: 77C5CWBJ

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/77C5CWBJHFPSZDV6N7AZP733QU \
  | 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: ffc5d15829395f2c8ebe6fc197ff7b851af6618e1e0b92d0a6587cbef8c69c21

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea49d5362b7f020fdf3159d8b933e4d6cb02ab96082d5652c5980b461184f2a4",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SD"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2025-05-24T11:09:13Z",
    "title_canon_sha256": "09f564fe6db062a244b024291eda6fc0412584a61a17444baec6f8f174a4fbc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18644",
    "kind": "arxiv",
    "version": 1
  }
}