Pith. sign in
Pith Number

pith:MO2HPKCA

pith:2025:MO2HPKCATDKMUOTI56ELHV4HFS
not attested not anchored not stored refs pending

Effective Context in Neural Speech Models

Hao Tang, Sharon Goldwater, Yen Meng

arxiv:2505.22487 v1 · 2025-05-28 · cs.SD · cs.CL · eess.AS

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MO2HPKCATDKMUOTI56ELHV4HFS}

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 2026-07-05T11:11:25.077030Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

63b477a84098d4ca3a68ef88b3d7872cbd1b6e99b8de743d42c9219ffb56eee5

Aliases

arxiv: 2505.22487 · arxiv_version: 2505.22487v1 · doi: 10.48550/arxiv.2505.22487 · pith_short_12: MO2HPKCATDKM · pith_short_16: MO2HPKCATDKMUOTI · pith_short_8: MO2HPKCA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MO2HPKCATDKMUOTI56ELHV4HFS \
  | 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: 63b477a84098d4ca3a68ef88b3d7872cbd1b6e99b8de743d42c9219ffb56eee5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "50a78c6a4c19bda9e3e4d15a03185f911195aa7d110e72ea87f43e62f3712eee",
    "cross_cats_sorted": [
      "cs.CL",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-05-28T15:36:44Z",
    "title_canon_sha256": "e859fe79801647dc2a54b348ee39ff21f7ece5d04d2fcbf30efd7c3708fdf653"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22487",
    "kind": "arxiv",
    "version": 1
  }
}