Pith Number

pith:4V4HNTST

pith:2024:4V4HNTSTEMQJS5UH3L4BCXE7KO

not attested not anchored not stored refs pending

Speech Recognition With LLMs Adapted to Disordered Speech Using Reinforcement Learning

Chirag Nagpal, Jimmy Tobin, Katherine Heller, Katrin Tomanek, Marilyn Ladewig, Subhashini Venugopalan

arxiv:2501.00039 v1 · 2024-12-25 · 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{4V4HNTSTEMQJS5UH3L4BCXE7KO}

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	2026-07-05T09:55:38.080679Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e57876ce532320997687daf8115c9f53afa57183b531f277b4a4c0f6de4a8b79

Aliases

arxiv: 2501.00039 · arxiv_version: 2501.00039v1 · doi: 10.48550/arxiv.2501.00039 · pith_short_12: 4V4HNTSTEMQJ · pith_short_16: 4V4HNTSTEMQJS5UH · pith_short_8: 4V4HNTST

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/4V4HNTSTEMQJS5UH3L4BCXE7KO \
  | 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: e57876ce532320997687daf8115c9f53afa57183b531f277b4a4c0f6de4a8b79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5dd12d613654df14d556c62d41b759c1c8f9594aad8628521f2b2440eeae0d56",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG",
      "cs.SD"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2024-12-25T00:16:22Z",
    "title_canon_sha256": "f1d59af07645ab5a48a837ee39e85ae306a37b70d365166cbc3d9d5027c0b9fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00039",
    "kind": "arxiv",
    "version": 1
  }
}