Pith Number

pith:VWI2SYO2

pith:2022:VWI2SYO2F4BFHZYWHUXP2LBOQN

not attested not anchored not stored refs pending

Analyzing the factors affecting usefulness of Self-Supervised Pre-trained Representations for Speech Recognition

Ashish Seth, Lodagala V S V Durga Prasad, Sreyan Ghosh, S. Umesh

arxiv:2203.16973 v4 · 2022-03-31 · cs.CL · cs.SD · eess.AS

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\usepackage{pith}
\pithnumber{VWI2SYO2F4BFHZYWHUXP2LBOQN}

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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

How to Learn a New Language? An Efficient Solution for Self-Supervised Learning Models Unseen Languages Adaption in Low-Resource Scenario

Receipt and verification

First computed	2026-07-05T06:11:15.475339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad91a961da2f0253e7163d2efd2c2e83589a19d784e12ac9ad052a4356b9207d

Aliases

arxiv: 2203.16973 · arxiv_version: 2203.16973v4 · doi: 10.48550/arxiv.2203.16973 · pith_short_12: VWI2SYO2F4BF · pith_short_16: VWI2SYO2F4BFHZYW · pith_short_8: VWI2SYO2

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/VWI2SYO2F4BFHZYWHUXP2LBOQN \
  | 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: ad91a961da2f0253e7163d2efd2c2e83589a19d784e12ac9ad052a4356b9207d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c3892a2c3bd832d1e8a2cc63eb68e3a30035f2d5ac4032a6eefbb5cd807bf26",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-03-31T11:48:24Z",
    "title_canon_sha256": "08217cd4996dfa1d803763c07f473b28e1b0cabe1357b91528d072292da8c480"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.16973",
    "kind": "arxiv",
    "version": 4
  }
}