Pith Number

pith:WW3Z5P7I

pith:2023:WW3Z5P7ICIC6JUJ6RLHPFVKIIV

not attested not anchored not stored refs pending

Scaling Laws for Discriminative Speech Recognition Rescoring Models

Ankur Gandhe, Ariya Rastrow, Ivan Bulyko, Jari Kolehmainen, Prashanth Gurunath Shivakumar, Yile Gu

arxiv:2306.15815 v1 · 2023-06-27 · 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{WW3Z5P7ICIC6JUJ6RLHPFVKIIV}

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	2026-07-05T06:25:44.696459Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5b79ebfe81205e4d13e8acef2d548456ef2ef25973b46ba0298f980ab823df8

Aliases

arxiv: 2306.15815 · arxiv_version: 2306.15815v1 · doi: 10.48550/arxiv.2306.15815 · pith_short_12: WW3Z5P7ICIC6 · pith_short_16: WW3Z5P7ICIC6JUJ6 · pith_short_8: WW3Z5P7I

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/WW3Z5P7ICIC6JUJ6RLHPFVKIIV \
  | 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: b5b79ebfe81205e4d13e8acef2d548456ef2ef25973b46ba0298f980ab823df8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b00f545d70b0a469b7f87f9492325426ea1f2c941578f3f6a33e58e81498a14",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2023-06-27T22:19:44Z",
    "title_canon_sha256": "faf58b8c8af359e37a674157fcfdc7d78a2e14243cc83801ff57096a847b50a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.15815",
    "kind": "arxiv",
    "version": 1
  }
}