Pith Number

pith:OYGGK2WS

pith:2025:OYGGK2WSTTK6K2Q4WINSBOJX7Y

not attested not anchored not stored refs pending

The Warmup Dilemma: How Learning Rate Strategies Impact Speech-to-Text Model Convergence

Alessio Brutti, Luisa Bentivogli, Marco Gaido, Marco Matassoni, Matteo Negri, Mauro Cettolo, Mohamed Nabih, Roberto Gretter, Sara Papi

arxiv:2505.23420 v1 · 2025-05-29 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OYGGK2WSTTK6K2Q4WINSBOJX7Y}

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	2026-07-05T11:12:01.482327Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

760c656ad29cd5e56a1cb21b20b937fe21cee831a3c21366f6e9a8c471a65b6d

Aliases

arxiv: 2505.23420 · arxiv_version: 2505.23420v1 · doi: 10.48550/arxiv.2505.23420 · pith_short_12: OYGGK2WSTTK6 · pith_short_16: OYGGK2WSTTK6K2Q4 · pith_short_8: OYGGK2WS

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/OYGGK2WSTTK6K2Q4WINSBOJX7Y \
  | 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: 760c656ad29cd5e56a1cb21b20b937fe21cee831a3c21366f6e9a8c471a65b6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c9400e75be998582421932c37a7bef1476c46ee9457c8c3cc93979cf1a32db8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-29T13:10:57Z",
    "title_canon_sha256": "4fd24b2b5687d499911d6db0bee9b391b389cd312148943ef1722a2e2132acc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23420",
    "kind": "arxiv",
    "version": 1
  }
}