Pith Number

pith:BMQNALFC

pith:2026:BMQNALFCOUX6AIDEBQF2KY6BUJ

not attested not anchored not stored refs pending

Post-Training Speech Enhancement Language Models with Perceptual Rewards

Antonis Asonitis, Fr\'ed\'eric Berdoz, Luca A. Lanzend\"orfer, Roger Wattenhofer

arxiv:2606.21458 v1 · 2026-06-19 · cs.LG

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\usepackage{pith}
\pithnumber{BMQNALFCOUX6AIDEBQF2KY6BUJ}

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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

Post-Training Speech Enhancement Language Models with Perceptual Rewards

Receipt and verification

First computed	2026-06-23T01:13:11.000936Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b20d02ca2752fe020640c0ba563c1a246edbc30202e74a3653212ba390f1884

Aliases

arxiv: 2606.21458 · arxiv_version: 2606.21458v1 · doi: 10.48550/arxiv.2606.21458 · pith_short_12: BMQNALFCOUX6 · pith_short_16: BMQNALFCOUX6AIDE · pith_short_8: BMQNALFC

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/BMQNALFCOUX6AIDEBQF2KY6BUJ \
  | 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: 0b20d02ca2752fe020640c0ba563c1a246edbc30202e74a3653212ba390f1884

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe7c7d497a9caac3a91b925684b15a1c99e40ed7744d933fbf72e2d8fb65fc4f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-19T14:14:20Z",
    "title_canon_sha256": "bb17795a6318614fcc20f54e6202c35d2e8b1faccd90228b958b91b68b71789b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.21458",
    "kind": "arxiv",
    "version": 1
  }
}