{
  "url": "https://appliedfrontier.nl/en/research/signal-9806138efa98bae6/",
  "title": "MathShikkha: A Controlled Study of Answer-Only and Chain-of-Thought Supervision for Bangla Mathematical Reasoning in Small Language Models",
  "published": "2026-08-09",
  "excerpt": "Mathematical reasoning remains challenging in low-resource languages such as Bangla. We study whether teacher-generated Bangla Chain-of-Thought (CoT) supervision provides benefits beyond ordinary supervised fine-tuning. We",
  "content_sha256": "408fb9a9581abb6c9be51d6022f7f5106868c9ec9b7367a1d15334ec80f79bd6",
  "extracted_chars": 1739,
  "artifact_links": [
    "https://arxiv.org/abs/2608.08503"
  ],
  "arxiv_id": "2608.08503",
  "id": "signal-9806138efa98bae6",
  "org": "Research community",
  "topic": "Mathematical reasoning",
  "source_kind": "preprint",
  "status": "unreviewed-source-report",
  "analysis_method": "deterministic_metadata_triage_v1",
  "novelty_verified": false,
  "proof_checked": false,
  "peer_review_verified": false,
  "matched_terms": [
    "mathematical",
    "reasoning"
  ],
  "checked_at": "2026-10-29T22:08:08+00:00",
  "first_seen": "2026-10-29T21:52:00+00:00",
  "source_hash": "ea1cf0843da0e513a97c3d4c9c612bec822328423fc9b6d22aa31c440bccb4d1",
  "source_url": "https://arxiv.org/abs/2608.08503",
  "language": "en",
  "indexing": "noindex_until_editorially_enriched"
}