Update README.md

README.md

@@ -32,7 +32,7 @@ size_categories:
 
 **Utterly** is a speech dataset derived from *pipecat-ai/human_5_all*. It contains **~3.86k English utterances** by a broad range of speakers, and augments conversational audio with turn-level annotations, including:
 
-* Verbatim whisper-generated transcripts
+* Verbatim Whisper-generated transcripts
 * End-of-turn (EoT) markers
 * Speaker identifiers (Coming soon)
 
@@ -43,12 +43,12 @@ The dataset is designed to support research and development of speech and dialog
 
 ## Source Data
 
-* **Base dataset**: pipecat-ai/human_5_all
+* **Base dataset**: *pipecat-ai/human_5_all*
 * **Language(s)**: English
 * **Modality**: Audio (speech; mono-channel; sampled at 16kHz), Text
 * **Interaction type**: Human conversational speech
 * **Utterances**: 3,860
-* **Speakers**: 100+
+* **Speakers**: >100
 
 Dataset splits (e.g., train/validation/test) are not predefined and may be created by downstream users as needed.
 
@@ -61,7 +61,7 @@ Note that Utterly is a *derived dataset*. All audio originates from the base dat
 * **Transcripts**
 
   * Generated automatically using **Whisper Large V3 Turbo**.
-  * A subset of samples (~200) was manually reviewed and corrected. The transcripts are estimated to have approximately a word error rate (WER) of **~2.8%**.
+  * A subset of samples (\~200) was manually reviewed and corrected. The transcripts are estimated to have approximately a word error rate (WER) of **\~2.8%**.
 
 * **End-of-Turn markers**
 
@@ -82,8 +82,6 @@ A typical data entry includes:
 * `speaker_id`: Identifier for the speaker (Coming soon)
 * `is_completed`: Boolean or categorical flag indicating end-of-turn, i.e. turn completion
 
-Depending on downstream usage, additional metadata from the source dataset may also be present.
-
 ---
 
 ## Intended Use Cases
@@ -124,8 +122,4 @@ Utterly annotations are released under the **BSD-2-Clause** license and are inte
 
 ## Citation
 
-If you use the Utterly dataset in academic or commercial work, please reference the original *pipecat-ai/human_5_all* dataset.
-
----
-
-Future versions may include additional annotations, languages, or refined turn boundary definitions.
+If you use the Utterly dataset in academic or commercial work, please reference the original *pipecat-ai/human_5_all* dataset.