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Nayoung Choi, Youngjune Lee, Gyu-Hwung Cho, Haeyu Jeong, Jungmin Kong, Saehun Kim, Keunchan Park, Sarah Cho, Inchang Jeong, Gyohee Nam, Sunghoon Han, Wonil Yang, Jaeho Choi · 2024 · DOI 10.18653/v1/2024.emnlp-industry.46

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PETRA: Transforming Web Text for Petroleum-Engineering Domain Adaptation

cs.IR · 2026-06-23 · unverdicted · novelty 5.0

PETRA is a curated 1.36M-chunk petroleum-engineering retrieval dataset and pipeline that raises in-domain nDCG from 0.703 to 0.763 via score fusion and delivers 44% relative gain on an Earth Science benchmark through reranker adaptation on synthetic supervision.

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  • PETRA: Transforming Web Text for Petroleum-Engineering Domain Adaptation cs.IR · 2026-06-23 · unverdicted · none · ref 74

    PETRA is a curated 1.36M-chunk petroleum-engineering retrieval dataset and pipeline that raises in-domain nDCG from 0.703 to 0.763 via score fusion and delivers 44% relative gain on an Earth Science benchmark through reranker adaptation on synthetic supervision.