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New RATIO benchmark evaluates scientific literature retrieval for ideation

By PulseAugur Editorial · [3 sources] ·

Researchers have introduced RATIO, a new benchmark designed to evaluate retrieval systems for scientific literature. RATIO categorizes relevance based on three distinct "ideation moves": Address, Broaden, and Specify. The benchmark was constructed using millions of full-text scientific papers and validated through LLM and human vetting. Experiments indicate that while operation-specific fine-tuning significantly improves retrieval performance, there remains substantial room for advancement in supporting literature-grounded ideation. AI

IMPACT This benchmark could lead to more sophisticated AI tools for scientific research, improving how researchers discover and utilize existing literature for inspiration and problem-solving.

RANK_REASON The cluster describes a new academic benchmark for retrieval systems in scientific literature.

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 3 sources. How we write summaries →

New RATIO benchmark evaluates scientific literature retrieval for ideation

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The cluster describes a new academic benchmark for retrieval systems in scientific literature.
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COVERAGE [3]

  1. arXiv cs.CL TIER_1 English(EN) · Maayan Sharon, Tom Hope ·

    RATIO: A Benchmark for Retrieval Across Typed Ideation Operations in Scientific Literature

    arXiv:2608.27394v1 Announce Type: new Abstract: Retrieved scientific literature can serve as inspiration for both human and AI scientists. Inspiration can take different forms: prior work may directly suggest how to address a problem, or surface directions at different levels of …

  2. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Tom Hope ·

    RATIO: A Benchmark for Retrieval Across Typed Ideation Operations in Scientific Literature

    Retrieved scientific literature can serve as inspiration for both human and AI scientists. Inspiration can take different forms: prior work may directly suggest how to address a problem, or surface directions at different levels of abstraction - zooming out to a more general view…

  3. Hugging Face Daily Papers TIER_1 English(EN) ·

    RATIO: A Benchmark for Retrieval Across Typed Ideation Operations in Scientific Literature

    Retrieved scientific literature can serve as inspiration for both human and AI scientists. Inspiration can take different forms: prior work may directly suggest how to address a problem, or surface directions at different levels of abstraction - zooming out to a more general view…

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