Pith Number

pith:YPV4JJ66

pith:2024:YPV4JJ663BINTLCOBAL2B6JDFR

not attested not anchored not stored refs pending

Multistage Fine-tuning Strategies for Automatic Speech Recognition in Low-resource Languages

Basil K Raju, Elizabeth Sherly, Kavya Manohar, Leena G Pillai

arxiv:2411.04573 v1 · 2024-11-07 · cs.CL · cs.AI · cs.SD · 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{YPV4JJ663BINTLCOBAL2B6JDFR}

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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

Fine-tuning Whisper for Pashto ASR: strategies and scale

Receipt and verification

First computed	2026-07-05T09:32:22.278903Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3ebc4a7ded850d9ac4e0817a0f9232c5a33638287315309c464a6b20ba499f7

Aliases

arxiv: 2411.04573 · arxiv_version: 2411.04573v1 · doi: 10.48550/arxiv.2411.04573 · pith_short_12: YPV4JJ663BIN · pith_short_16: YPV4JJ663BINTLCO · pith_short_8: YPV4JJ66

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/YPV4JJ663BINTLCOBAL2B6JDFR \
  | 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: c3ebc4a7ded850d9ac4e0817a0f9232c5a33638287315309c464a6b20ba499f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c7c0aa43d27c210cc211f207de88338d8e7591e99a5cddb93b6a44179382d6c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-07T09:57:57Z",
    "title_canon_sha256": "dd13c1e86bcde7156cd7ff3e87427537efb2559e6fd2e2fcc1318dd919089ef2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.04573",
    "kind": "arxiv",
    "version": 1
  }
}