Pith Number

pith:AB6CQBQV

pith:2025:AB6CQBQV72CH6Z5SZWYCWRZIGJ

not attested not anchored not stored refs pending

LLaSE-G1: Incentivizing Generalization Capability for LLaMA-based Speech Enhancement

Boyi Kang, Chao Weng, Guobin Ma, Jun Chen, Lei Xie, Longshuai Xiao, Mingshuai Liu, Wei Xue, Xinfa Zhu, Yike Zhu, Zhen Ye, Zihan Zhang, Ziqian Wang

arxiv:2503.00493 v4 · 2025-03-01 · eess.AS · cs.AI · cs.CL · 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{AB6CQBQV72CH6Z5SZWYCWRZIGJ}

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

2 papers in Pith

PhASE-Flow: Phonetic-Conditioned Acoustic Flow Matching in SSL Representation Domain for Speech Enhancement

Discriminative-Generative Target Speaker Extraction with Decoder-Only Language Models

Receipt and verification

First computed	2026-07-05T11:18:41.799443Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

007c280615fe847f67b2cdb02b4728325bc03ec71156362601dc596857149a80

Aliases

arxiv: 2503.00493 · arxiv_version: 2503.00493v4 · doi: 10.48550/arxiv.2503.00493 · pith_short_12: AB6CQBQV72CH · pith_short_16: AB6CQBQV72CH6Z5S · pith_short_8: AB6CQBQV

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/AB6CQBQV72CH6Z5SZWYCWRZIGJ \
  | 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: 007c280615fe847f67b2cdb02b4728325bc03ec71156362601dc596857149a80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37d0d1be095529d42a294fe8c6c729ae94781fda9de4210f23600d5c68556625",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.SD"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2025-03-01T13:44:50Z",
    "title_canon_sha256": "9568abcec5efe4cb393ae795a27b4fa9f4f1b7f9b573abbc3957b5885e1252ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.00493",
    "kind": "arxiv",
    "version": 4
  }
}