Pith Number

pith:TF3LGZYK

pith:2021:TF3LGZYK33LFUBA2NZLZZ7Q7RP

not attested not anchored not stored refs pending

Don't speak too fast: The impact of data bias on self-supervised speech models

Andy T. Liu, Hung-yi Lee, Yen Meng, Yi-Hui Chou

arxiv:2110.07957 v3 · 2021-10-15 · eess.AS · cs.CL · cs.SD

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TF3LGZYK33LFUBA2NZLZZ7Q7RP}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T04:17:36.796715Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9976b3670aded65a041a6e579cfe1f8bf19ee5fc357f73a840194b091aca08ee

Aliases

arxiv: 2110.07957 · arxiv_version: 2110.07957v3 · doi: 10.48550/arxiv.2110.07957 · pith_short_12: TF3LGZYK33LF · pith_short_16: TF3LGZYK33LFUBA2 · pith_short_8: TF3LGZYK

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/TF3LGZYK33LFUBA2NZLZZ7Q7RP \
  | 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: 9976b3670aded65a041a6e579cfe1f8bf19ee5fc357f73a840194b091aca08ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45aed5199c0bce1d282ecb04556afa16510534085dfe9a79e2cd13c6b2a6a729",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SD"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2021-10-15T09:22:34Z",
    "title_canon_sha256": "f8361aa8bab47ca64f718e37283ca92bbc0cfb84cbabe52b2a753f480dfbacf3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.07957",
    "kind": "arxiv",
    "version": 3
  }
}