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+ ---
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+ license: apache-2.0
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+ base_model: facebook/bart-large-cnn
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+ tags: [summarization, scientific-papers, highlights, scihigh-2026, fire-2026]
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+ ---
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+
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+ # SciHigh-2026 Subtask 1 — bart-large-cnn titled (run 1)
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+
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+ Full fine-tune of bart-large-cnn.
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+
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+ Fine-tuned for the FIRE 2026 SciHigh shared task, Subtask 1: generating
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+ research highlights from scientific paper abstracts (MixSub corpus).
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+
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+ - Input format: `<paper title> | <abstract>` (corpus punctuation-stripped
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+ style; abstracts repaired via DOI-verified Semantic Scholar recovery)
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+ - Output: 3-5 highlight sentences, ~55 words, greedy decoding
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+ - Training: one epoch on 15,960 pairs, Kaggle dual T4
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+ - Validation ROUGE-L F1 (plain LCS, no stemming): **26.37**
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+
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+ Pipeline and evaluation protocol: see the `final/` directory of the
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+ project repository. Trained 2026-08-08.