Pith Number

pith:YVZGCU5J

pith:2023:YVZGCU5JIE2VOIJBULNQP5S7GO

not attested not anchored not stored refs pending

Exploring In-Context Learning of Textless Speech Language Model for Speech Classification Tasks

Hung-yi Lee, Kai-Wei Chang, Ming-Hao Hsu, Shang-Wen Li

arxiv:2310.12477 v2 · 2023-10-19 · eess.AS · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{YVZGCU5JIE2VOIJBULNQP5S7GO}

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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

Breaking the Barriers of Text-Hungry and Audio-Deficient AI

Receipt and verification

First computed	2026-07-05T08:32:09.506896Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5726153a94135572121a2db07f65f3397a8870e06cfe64fd21cb50390bcb135

Aliases

arxiv: 2310.12477 · arxiv_version: 2310.12477v2 · doi: 10.48550/arxiv.2310.12477 · pith_short_12: YVZGCU5JIE2V · pith_short_16: YVZGCU5JIE2VOIJB · pith_short_8: YVZGCU5J

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/YVZGCU5JIE2VOIJBULNQP5S7GO \
  | 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: c5726153a94135572121a2db07f65f3397a8870e06cfe64fd21cb50390bcb135

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "316e49154eb8dd62d54a25b69b2a6221b3050dd82f569a4af9618796b2cb7365",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2023-10-19T05:31:45Z",
    "title_canon_sha256": "965da165692c49bace69c17c2886490ba527b00be5351550a96ee1b4f45428f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.12477",
    "kind": "arxiv",
    "version": 2
  }
}