Pith Number

pith:AGPJOTJX

pith:2025:AGPJOTJXE6SYXRXKXWPHQJELPJ

not attested not anchored not stored refs pending

Can We Trust Machine Learning? The Reliability of Features from Open-Source Speech Analysis Tools for Speech Modeling

Tahiya Chowdhury, Veronica Romero

arxiv:2506.11072 v1 · 2025-06-02 · eess.AS · cs.CL · cs.CY · cs.SD · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AGPJOTJXE6SYXRXKXWPHQJELPJ}

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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

Can We Trust Machine Learning? The Reliability of Features from Open-Source Speech Analysis Tools for Speech Modeling

Receipt and verification

First computed	2026-07-05T11:20:58.998256Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

019e974d3727a58bc6eabd9e78248b7a6d501b710fb8bfdcff04a13225e0e069

Aliases

arxiv: 2506.11072 · arxiv_version: 2506.11072v1 · doi: 10.48550/arxiv.2506.11072 · pith_short_12: AGPJOTJXE6SY · pith_short_16: AGPJOTJXE6SYXRXK · pith_short_8: AGPJOTJX

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/AGPJOTJXE6SYXRXKXWPHQJELPJ \
  | 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: 019e974d3727a58bc6eabd9e78248b7a6d501b710fb8bfdcff04a13225e0e069

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19d7c275a2f4186bdfc536080971a0f273badc113da52f7df267c1e3bf38195c",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CY",
      "cs.SD",
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2025-06-02T18:55:53Z",
    "title_canon_sha256": "e17aeb4d0355adf28d20102b7cba0717859c6d9df6ef6432263d7d63edf1fb33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.11072",
    "kind": "arxiv",
    "version": 1
  }
}