Pith Number

pith:ES4QLTCR

pith:2023:ES4QLTCRGGMVUEULV3PXQBWYII

not attested not anchored not stored refs pending

Pre-trained Speech Processing Models Contain Human-Like Biases that Propagate to Speech Emotion Recognition

Aylin Caliskan, Craig Greenberg, Isaac Slaughter, Reva Schwartz

arxiv:2310.18877 v1 · 2023-10-29 · cs.CL · cs.LG · cs.SD · eess.AS

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\usepackage{pith}
\pithnumber{ES4QLTCRGGMVUEULV3PXQBWYII}

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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

A framework for analyzing concept representations in neural models

Receipt and verification

First computed	2026-07-05T07:06:42.820115Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24b905cc5131995a128baedf7806d8423845796c5edd5b8c8e0f851f4df1f463

Aliases

arxiv: 2310.18877 · arxiv_version: 2310.18877v1 · doi: 10.48550/arxiv.2310.18877 · pith_short_12: ES4QLTCRGGMV · pith_short_16: ES4QLTCRGGMVUEUL · pith_short_8: ES4QLTCR

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/ES4QLTCRGGMVUEULV3PXQBWYII \
  | 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: 24b905cc5131995a128baedf7806d8423845796c5edd5b8c8e0f851f4df1f463

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "471601af10fa464ac16d6eedb99db77fffcbecd611b5fb736769d237a302dfc5",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-29T02:27:56Z",
    "title_canon_sha256": "a538ca56e8cab61a577fae89bf45038dd5580a2669007a7e6c6f33167bc235ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.18877",
    "kind": "arxiv",
    "version": 1
  }
}