Pith Number

pith:JOOXMZ76

pith:2021:JOOXMZ76XEYWZVICR4W5TPPOZF

not attested not anchored not stored refs pending

Mandarin-English Code-switching Speech Recognition with Self-supervised Speech Representation Models

Heng-Jui Chang, Hung-yi Lee, Liang-Hsuan Tseng, Yu-Kuan Fu

arxiv:2110.03504 v1 · 2021-10-07 · cs.CL · eess.AS

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JOOXMZ76XEYWZVICR4W5TPPOZF}

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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

Progressive Refinement: An Iterative Pseudo-Labeling Approach for Mandarin-English Code-Switching ASR

ASPIRin: Action Space Projection for Interactivity-Optimized Reinforcement Learning in Full-Duplex Speech Language Models

Receipt and verification

First computed	2026-07-05T03:20:43.411928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b9d7667feb9316cd5028f2dd9bdeec9742b3b9ee223fba69b11d2167136cf29

Aliases

arxiv: 2110.03504 · arxiv_version: 2110.03504v1 · doi: 10.48550/arxiv.2110.03504 · pith_short_12: JOOXMZ76XEYW · pith_short_16: JOOXMZ76XEYWZVIC · pith_short_8: JOOXMZ76

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/JOOXMZ76XEYWZVICR4W5TPPOZF \
  | 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: 4b9d7667feb9316cd5028f2dd9bdeec9742b3b9ee223fba69b11d2167136cf29

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e7c8235af33940978fba6efc503cfdb8afb3edff0585ddde9398a46b903462e",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-10-07T14:43:35Z",
    "title_canon_sha256": "8b5b9ff06f2a1b4d95a15905da7f23f52fc894f8af3770bbfa1d99561be2f8d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.03504",
    "kind": "arxiv",
    "version": 1
  }
}