Pith Number

pith:Z3ICGFOH

pith:2024:Z3ICGFOHCSXBFJKD76OVM3OJKZ

not attested not anchored not stored refs pending

CAMEL: Cross-Attention Enhanced Mixture-of-Experts and Language Bias for Code-Switching Speech Recognition

Guojian Li, He Wang, Huan Zhou, Kai Liu, Lei Xie, Naijun Zheng, Xucheng Wan

arxiv:2412.12760 v2 · 2024-12-17 · cs.SD · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z3ICGFOHCSXBFJKD76OVM3OJKZ}

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.

Receipt and verification

First computed	2026-07-05T09:59:01.807329Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ced02315c714ae12a543ff9d566dc956409f4d1ab37d75524a542569baa536ba

Aliases

arxiv: 2412.12760 · arxiv_version: 2412.12760v2 · doi: 10.48550/arxiv.2412.12760 · pith_short_12: Z3ICGFOHCSXB · pith_short_16: Z3ICGFOHCSXBFJKD · pith_short_8: Z3ICGFOH

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/Z3ICGFOHCSXBFJKD76OVM3OJKZ \
  | 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: ced02315c714ae12a543ff9d566dc956409f4d1ab37d75524a542569baa536ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "623609327de077ccb3e5a3e4357ec7e2f4453c40807daea15310f0f1a005fc10",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-12-17T10:25:06Z",
    "title_canon_sha256": "9f4346dcfa62b8ba0bb10e9c3277ae923a24602c8f843800d1e88470d00a1fd8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12760",
    "kind": "arxiv",
    "version": 2
  }
}