Representative Stochastic ranking achieves near-parity average exposure on the TREC 2022 Fair Ranking Dataset, with generation demographic parity closely tracking retrieval exposure.
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2 Pith papers cite this work, alongside 2 external citations. Polarity classification is still indexing.
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Audio language models are benchmarked on five semantic and paralinguistic reasoning tasks to reveal limitations in handling spoken audio evidence, accent variation, and domain shifts.
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Towards FairRAG: Preventing Representational Harm in Retrieval-Augmented Generation by Enforcing Fair Exposure at Retrieval Time
Representative Stochastic ranking achieves near-parity average exposure on the TREC 2022 Fair Ranking Dataset, with generation demographic parity closely tracking retrieval exposure.
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Afrispeech Semantics: Evaluating Audio Semantic Reasoning in Spoken Language Models Across Domains and Accents
Audio language models are benchmarked on five semantic and paralinguistic reasoning tasks to reveal limitations in handling spoken audio evidence, accent variation, and domain shifts.