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Cartesia AI releases SOTA TTS and ASR models
general

Cartesia AI releases SOTA TTS and ASR models

Cartesia AI has released new state-of-the-art models for text-to-speech (TTS) and automatic speech recognition (ASR), setting new benchmarks in accuracy and efficiency. These models could make voice technology more reliable and accessible for everyday users.

via Hacker News AI#ai#speech#tts
AI Training Flaw: How Data Sampling Can Ruin Models
research

AI Training Flaw: How Data Sampling Can Ruin Models

Researchers found that selecting training data can accidentally bias AI models, making them less accurate. This happens when the data used to verify the model is itself incomplete or skewed, leading to a breakdown in performance. This affects how AI systems learn and could impact everything from chatbots to medical diagnostics.

via ArXiv cs.AI#ai#research#data
AI Judges Flip Decisions 13.6% of the Time – Here's What That Means
research

AI Judges Flip Decisions 13.6% of the Time – Here's What That Means

Researchers found that AI judges used to rank other AI models often change their minds when given the same question repeatedly. This inconsistency could affect how we measure AI performance and trust public leaderboards. The study tested two OpenAI judge models across 29 tasks and found that pairwise preferences flipped an average of 13.6% of the time, with 28% of questions exceeding a 20% flip rate. The findings highlight the need for more reliable evaluation methods.