Update README.md

README.md

@@ -774,7 +774,7 @@ Every row consists of a 24 kHz speech utterance paired with a verified human tra
 
 ## Dataset Overview
 
-| | |
+
 |---|---|
 | Total hours (incl. metadata-only) | 53,635 |
 | Embedded-audio hours | ~49,694 |
@@ -854,34 +854,6 @@ WorldSpeech combines MLS-scale hours with FLEURS-scale language coverage and per
 
 ---
 
-## Recommended use cases
-
-- **Multilingual ASR pretraining and fine-tuning**, especially for languages outside MLS / VoxPopuli coverage.
-- **Multilingual TTS pretraining**, after filtering on DNSMOS / SNR / CER.
-- **Long-form / streaming ASR**, since `source_start_s` / `source_end_s` allow reconstruction of original session context.
-- **Speech enhancement**, using the wide DNSMOS distribution as an in-distribution quality range.
-
----
-
-## Known limitations
-
-- **Domain skew.** Parliamentary, broadcast, and read-audiobook content dominate. Conversational speech is under-represented.
-- **Speaker imbalance.** Several configs are dominated by a small number of frequent speakers. No per-speaker labels are provided.
-- **Alignment uncertainty.** Human transcripts are aligned via ASR; the `cer` field gives a per-segment quality estimate.
-- **Variable audio quality.** Weighted avg DNSMOS OVR is 2.82, with substantial variance. Filter aggressively for TTS-grade work.
-- **11 languages have < 10 hours** (`grc`, `mi`, `ml`, `mr`, `nr`, `nso`, `pa`, `ss`, `st`, `ts`, `ve`). Treat these as evaluation signal rather than training data.
-- **Five RFA configs are metadata-only.** See embedding caveat above.
-
----
-
-## Ethical considerations
-
-Sources are public records (parliaments, courts, broadcasters, public-domain audiobooks). Speakers are public figures speaking in their official capacity. No private conversations or non-consensual material are included. Configs with non-commercial-only upstream terms (UN, ICC, Vatican Radio, RFA, RFE/RL) are flagged in the Licenses table.
-
-If you identify content that should not have been included, open an issue and we will action takedowns within 30 days.
-
----
-
 ## Configs
 
 113 configs total, sorted by hours descending.