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README.md

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 license: apache-2.0
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-Hertz-dev is an open-source, first-of-its-kind base model for full-duplex conversational audio.
+# Hertz-dev
+Hertz-dev is an open-source, first-of-its-kind base model for full-duplex conversational audio. It is an 8.5B parameter transformer trained on 20 million unique hours of high-quality audio data. This repo contains code for both mono- and full-duplex generation; we expect to do a full Transformers library integration in the near future.
 
-Hertz-dev is an 8.5B parameter transformer trained on 20 million unique hours of high-quality audio data. This repo contains code for both mono- and full-duplex generation; we expect to do a full Transformers library integration in the near future.
+Hertz-dev is a base model, without fine-tuning, RLHF, or instruction-following behavior. It can be fine-tuned for almost 𝘢𝘯𝘺 audio modeling task, from live translation to classification. Base models excel at faithfully modeling their training set, and accurate maps come from contact with reality. 
 
-Hertz-dev is a base model, without fine-tuning, RLHF, or instruction-following behavior. It can be fine-tuned for almost 𝘢𝘯𝘺 audio modeling task, from live translation to classification.
-
-Base models excel at faithfully modeling their training set, and accurate maps come from contact with reality. From the world’s largest dataset of high-quality real-world conversational audio, hertz-dev exhibits state-of-the art ability in human-like speech patterns such as pauses and emotional inflections.
-
-Hertz-dev has a 80ms theoretical average latency, and benchmarks 120ms real-world latency on a single RTX 4090, which is 1.5-2x lower than the previous state of the art. Low latency is necessary for natural audio, and we're proud to move the field in this direction.
+From the world’s largest known dataset of high-quality real-world conversational audio, hertz-dev exhibits state-of-the art ability in human-like speech patterns such as pauses and emotional inflections. Hertz-dev has a 80ms theoretical average latency, and benchmarks 120ms real-world latency on a single RTX 4090, which is 1.5-2x lower than the previous state of the art. Low latency is necessary for natural audio, and we're proud to move the field in this direction.
 
 ## Setup
 To get started, clone the git repository and install requirements with