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  "published_at": "2026-09-04T04:00:00.000Z",
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    "headline": "India's PE Firms and Portfolio Companies Race for IPO Exits",
    "dek": "India's IPO market sees a surge in PE-backed listings as firms seek exits and capital formation.",
    "prose": "In the fiscal year 2025-26, India witnessed 108 main-board IPOs raising ₹1.76 lakh crore, with PE-backed listings comprising 35% of total issuances compared to 28% the previous year. [^1]\n\nResearchers revisit the modular Extract--Select--Rewrite paradigm to address hallucination and coarse attribution in end-to-end large language models. [^2]\n\nThe authors present CAMS, a Claim-Anchored Multi-document Summarization framework that extracts atomic claims with token-level provenance from every source document. [^3]\n\nAnalysts suggest that for India to sustain global investor confidence, IPOs must evolve from exit corridors into engines of capital formation, innovation, and enterprise expansion. [^4]\n\nBig-ticket companies including Reliance Jio, the National Stock Exchange (NSE), and Flipkart are scheduled to join the IPO bandwagon in India. [^5]\n\nGaja Alternative Asset Management is set to list as a pure-play PE platform, marking a milestone in converting private equity from an invisible force into a publicly accountable institution. [^6]\n\nEvaluations on MultiNews, DiverseSumm, and WCEP demonstrate that CAMS substantially improves faithfulness and citation precision compared to end-to-end baselines. [^7]",
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    {
      "statement": "In the fiscal year 2025-26, India witnessed 108 main-board IPOs raising ₹1.76 lakh crore, with PE-backed listings comprising 35% of total issuances compared to 28% the previous year.",
      "source": "The Hindu",
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      "statement": "Researchers revisit the modular Extract--Select--Rewrite paradigm to address hallucination and coarse attribution in end-to-end large language models.",
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      "statement": "The authors present CAMS, a Claim-Anchored Multi-document Summarization framework that extracts atomic claims with token-level provenance from every source document.",
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      "statement": "Analysts suggest that for India to sustain global investor confidence, IPOs must evolve from exit corridors into engines of capital formation, innovation, and enterprise expansion.",
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      "statement": "Gaja Alternative Asset Management is set to list as a pure-play PE platform, marking a milestone in converting private equity from an invisible force into a publicly accountable institution.",
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      "statement": "Evaluations on MultiNews, DiverseSumm, and WCEP demonstrate that CAMS substantially improves faithfulness and citation precision compared to end-to-end baselines.",
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