Pith Number

pith:G3RBGRQB

pith:2026:G3RBGRQBLFIHS7PQIJG7YD4WJ3

not attested not anchored not stored refs pending

Contrastive Training with LLM-generated Near-Misses for Robust Code-Switching Speech Recognition

Dung D. Le, Giang-Son Nguyen, Hieu Minh Truong, Nhu Vo, Tung X. Nguyen, Wray Buntine

arxiv:2606.06985 v1 · 2026-06-05 · cs.CL · eess.AS

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\usepackage{pith}
\pithnumber{G3RBGRQBLFIHS7PQIJG7YD4WJ3}

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4 Citations open

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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.

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1 paper in Pith

Contrastive Training with LLM-generated Near-Misses for Robust Code-Switching Speech Recognition

Receipt and verification

First computed	2026-06-08T01:04:39.617172Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36e21346015950797df0424dfc0f964eefc7222dceffdd28990a85ffb665bee7

Aliases

arxiv: 2606.06985 · arxiv_version: 2606.06985v1 · doi: 10.48550/arxiv.2606.06985 · pith_short_12: G3RBGRQBLFIH · pith_short_16: G3RBGRQBLFIHS7PQ · pith_short_8: G3RBGRQB

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/G3RBGRQBLFIHS7PQIJG7YD4WJ3 \
  | 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: 36e21346015950797df0424dfc0f964eefc7222dceffdd28990a85ffb665bee7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ae35ef8d0caa20037b6c01303254a4f8fe6bb24ba83326a4420ea611b733a2d",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-05T07:24:39Z",
    "title_canon_sha256": "0b0bcc4741eee67d50273349cd1d84238a8fdf572ab9d91a37581120a8ee0f92"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.06985",
    "kind": "arxiv",
    "version": 1
  }
}