Pith Number

pith:4C7D4PUT

pith:2023:4C7D4PUTKS64T6TRDCOK5A6EXM

not attested not anchored not stored refs pending

Replay to Remember: Continual Layer-Specific Fine-tuning for German Speech Recognition

Stefan Wermter, Theresa Pekarek Rosin

arxiv:2307.07280 v2 · 2023-07-14 · 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{4C7D4PUTKS64T6TRDCOK5A6EXM}

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	2026-07-05T07:02:03.446906Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0be3e3e9354bdc9fa71189cae83c4bb198d5dd930b4c38c9637daba633c36e8

Aliases

arxiv: 2307.07280 · arxiv_version: 2307.07280v2 · doi: 10.48550/arxiv.2307.07280 · pith_short_12: 4C7D4PUTKS64 · pith_short_16: 4C7D4PUTKS64T6TR · pith_short_8: 4C7D4PUT

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/4C7D4PUTKS64T6TRDCOK5A6EXM \
  | 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: e0be3e3e9354bdc9fa71189cae83c4bb198d5dd930b4c38c9637daba633c36e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d69501557398b6c668157aba218a5cb385fa9703afb66c7a341954e9d154d23",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-07-14T11:20:22Z",
    "title_canon_sha256": "1e3972b549fe32f76f1da650b46264156740fb7bdf32013b97f89e41314ac69d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.07280",
    "kind": "arxiv",
    "version": 2
  }
}