Pith Number

pith:W3UVL4ER

pith:2025:W3UVL4ERCIKL7DANEAUREJV4RE

not attested not anchored not stored refs pending

Prepending or Cross-Attention for Speech-to-Text? An Empirical Comparison

Barry Haddow, Luisa Bentivogli, Marco Gaido, Sara Papi, Tsz Kin Lam

arxiv:2501.02370 v3 · 2025-01-04 · cs.CL · cs.SD · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W3UVL4ERCIKL7DANEAUREJV4RE}

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	2026-07-05T10:11:31.293731Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6e955f0911214bf8c0d20291226bc890ed7052a9beface0718a206478c43c7b

Aliases

arxiv: 2501.02370 · arxiv_version: 2501.02370v3 · doi: 10.48550/arxiv.2501.02370 · pith_short_12: W3UVL4ERCIKL · pith_short_16: W3UVL4ERCIKL7DAN · pith_short_8: W3UVL4ER

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/W3UVL4ERCIKL7DANEAUREJV4RE \
  | 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: b6e955f0911214bf8c0d20291226bc890ed7052a9beface0718a206478c43c7b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f63182e7d1b31aa64fc42e6a64ff8ce3066a7bd7f855585b3273bb05a606f9af",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-04T20:14:16Z",
    "title_canon_sha256": "94f0d3d2c3f9a49a5db7c1322671b2d7ea4649d0814ac3fb684c46b04a9ad6ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.02370",
    "kind": "arxiv",
    "version": 3
  }
}