Pith Number

pith:ECI4U3LQ

pith:2024:ECI4U3LQOY4F4Z6NJPYN6URHP3

not attested not anchored not stored refs pending

SAMOS: A Neural MOS Prediction Model Leveraging Semantic Representations and Acoustic Features

Hui-Peng Du, Yang Ai, Ye-Xin Lu, Yu-Fei Shi, Zhen-Hua Ling

arxiv:2411.11232 v1 · 2024-11-18 · cs.SD · eess.AS

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\usepackage{pith}
\pithnumber{ECI4U3LQOY4F4Z6NJPYN6URHP3}

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Record completeness

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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

1 paper in Pith

SAMOS: A Neural MOS Prediction Model Leveraging Semantic Representations and Acoustic Features

Receipt and verification

First computed	2026-07-05T09:36:53.196544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2091ca6d7076385e67cd4bf0df52277eda0c1e22687dbd84ad23f023a3185d0f

Aliases

arxiv: 2411.11232 · arxiv_version: 2411.11232v1 · doi: 10.48550/arxiv.2411.11232 · pith_short_12: ECI4U3LQOY4F · pith_short_16: ECI4U3LQOY4F4Z6N · pith_short_8: ECI4U3LQ

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/ECI4U3LQOY4F4Z6NJPYN6URHP3 \
  | 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: 2091ca6d7076385e67cd4bf0df52277eda0c1e22687dbd84ad23f023a3185d0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "307e063fd1765184b9a1ed21c0941a451f07fd147f99a6ddd005e9ecaddc3839",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-11-18T01:54:51Z",
    "title_canon_sha256": "8e726dcc29d0fd468d321e1b7bc1e653662504743a80e2d149f49a8a0b8d53ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.11232",
    "kind": "arxiv",
    "version": 1
  }
}