Pith Number

pith:CHCH72BC

pith:2024:CHCH72BC7R7UZ4RJXLOLFQGRQ2

not attested not anchored not stored refs pending

When LLMs Meets Acoustic Landmarks: An Efficient Approach to Integrate Speech into Large Language Models for Depression Detection

Beena Ahmed, Daijiao Liu, Hexin Liu, Julien Epps, Kaishuai Xu, Qiquan Zhang, Xiangyu Zhang

arxiv:2402.13276 v2 · 2024-02-17 · eess.AS · cs.AI · cs.SD

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\usepackage{pith}
\pithnumber{CHCH72BC7R7UZ4RJXLOLFQGRQ2}

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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

1 paper in Pith

CASPER: A Large Scale Spontaneous Speech Dataset

Receipt and verification

First computed	2026-07-05T09:10:45.673883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11c47fe822fc7f4cf229badcb2c0d1869483684a7e4f25436d1d783e64c3bbcb

Aliases

arxiv: 2402.13276 · arxiv_version: 2402.13276v2 · doi: 10.48550/arxiv.2402.13276 · pith_short_12: CHCH72BC7R7U · pith_short_16: CHCH72BC7R7UZ4RJ · pith_short_8: CHCH72BC

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/CHCH72BC7R7UZ4RJXLOLFQGRQ2 \
  | 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: 11c47fe822fc7f4cf229badcb2c0d1869483684a7e4f25436d1d783e64c3bbcb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d9fa2b6c605b159524d9487226bda4d1f04c2825b2f438a64321e91d1a4b687",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SD"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2024-02-17T09:39:46Z",
    "title_canon_sha256": "95f2ae7a1c2b9245c3430b98bedd4f0d30d2908b23269fd595e4dedd0a98efcb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13276",
    "kind": "arxiv",
    "version": 2
  }
}