Pith Number

pith:GZQRPRII

pith:2021:GZQRPRIIRMUHD2HIMQ6HSBVJGL

not attested not anchored not stored refs pending

Speech Representation Learning Through Self-supervised Pretraining And Multi-task Finetuning

Cheng-Kuang Lee, Hung-yi Lee, Shu-wen Yang, Simon See, Yi-Chen Chen

arxiv:2110.09930 v1 · 2021-10-18 · eess.AS · cs.AI · cs.CL · cs.LG · cs.SD

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\usepackage{pith}
\pithnumber{GZQRPRIIRMUHD2HIMQ6HSBVJGL}

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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

Speech-FT: Merging Pre-trained And Fine-Tuned Speech Representation Models For Cross-Task Generalization

Receipt and verification

First computed	2026-07-05T03:24:01.136815Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

366117c5088b2871e8e8643c7906a932f7eafb9d8ef3e9d7b59596a8cc14869c

Aliases

arxiv: 2110.09930 · arxiv_version: 2110.09930v1 · doi: 10.48550/arxiv.2110.09930 · pith_short_12: GZQRPRIIRMUH · pith_short_16: GZQRPRIIRMUHD2HI · pith_short_8: GZQRPRII

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/GZQRPRIIRMUHD2HIMQ6HSBVJGL \
  | 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: 366117c5088b2871e8e8643c7906a932f7eafb9d8ef3e9d7b59596a8cc14869c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90569326e58aa1b452b434babad66eed1ba2a527d70ea4bb83a5c0b0808f0ef4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG",
      "cs.SD"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2021-10-18T07:16:04Z",
    "title_canon_sha256": "992497eb79b4c428f9da84435cd23db61c83d2906a84a37d6c09e4739740ca67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.09930",
    "kind": "arxiv",
    "version": 1
  }
}