Pith Number

pith:W7BHIWJF

pith:2023:W7BHIWJFUKXFMD4UD467G73LBT

not attested not anchored not stored refs pending

Using fine-tuning and min lookahead beam search to improve Whisper

Andrea Do, Cheng Yu, Jawwad Ahmed, Nikhil Mathew, Oscar Brown, Zhengjie Wang, Zixin Liu

arxiv:2309.10299 v1 · 2023-09-19 · eess.AS · cs.CL · cs.LG · cs.SD

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W7BHIWJFUKXFMD4UD467G73LBT}

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.

Cited by

1 paper in Pith

Advancing STT for Low-Resource Real-World Speech

Receipt and verification

First computed	2026-07-05T06:52:09.930880Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7c2745925a2ae560f941f3df37f6b0cff2501394ebd887bc23a2366d7f9cfd3

Aliases

arxiv: 2309.10299 · arxiv_version: 2309.10299v1 · doi: 10.48550/arxiv.2309.10299 · pith_short_12: W7BHIWJFUKXF · pith_short_16: W7BHIWJFUKXFMD4U · pith_short_8: W7BHIWJF

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/W7BHIWJFUKXFMD4UD467G73LBT \
  | 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: b7c2745925a2ae560f941f3df37f6b0cff2501394ebd887bc23a2366d7f9cfd3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6825d653cd94384e83abdc92791cdf3dd86dfe93679afa0ae76b9c3fd710750",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG",
      "cs.SD"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2023-09-19T04:04:14Z",
    "title_canon_sha256": "5ded9778c355bbe995ed9d6a387bf4fbfabd9f8bfe28da22009f9fbd56a85c96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.10299",
    "kind": "arxiv",
    "version": 1
  }
}