Update README.md

README.md

@@ -106,6 +106,10 @@ size_categories:
 
 This dataset contains utterances downloaded from CHILDES which have been pre-processed and converted to a phonemic representation. Read the paper [here](https://arxiv.org/abs/2504.03036). 
 
+## Description
+
+### Key Columns
+
 The scripts used to create the dataset are available [here](https://github.com/codebyzeb/ipa-childes). Many of the columns from CHILDES have been preserved as they are useful for experiments (e.g. number of morphemes, part-of-speech tags, etc.). The key columns added by the processing script are as follows:
 
 | Column | Description |
@@ -119,6 +123,8 @@ The scripts used to create the dataset are available [here](https://github.com/c
 
 Note that the data has been sorted by the `target_child_age` column, which stores child age in months. This can be used to limit the training data according to a maximum child age.
 
+### Dataset Sections
+
 The following languages are included (ordered by number of phonemes):
 
 Language | Description | Phoible Inventory ID | Speakers | Utterances | Words | Phonemes | % Child
@@ -153,4 +159,11 @@ Language | Description | Phoible Inventory ID | Speakers | Utterances | Words |
 | Turkish| Taken from 2 corpora in the Other/Turkish collection of CHILDES and phonemized using `phonemizer` with language code `tr`.| [2217](https://phoible.org/inventories/view/2217)| 118| 29,317| 79,404| 421,129| 50.58
 | Irish| Taken from 2 corpora in the Celtic/Irish collection of CHILDES and phonemized using `phonemizer` with language code `ga`.| [2521](https://phoible.org/inventories/view/2521)| 29| 27,818| 105,867| 338,425| 34.37
 | Quechua| Taken from 2 corpora in the Other/Quechua collection of CHILDES and phonemized using `phonemizer` with language code `qu`.| [104](https://phoible.org/inventories/view/104)| 14| 22,397| 46,848| 281,478| 40.06
-| Farsi| Taken from 2 corpora in the Other/Farsi collection of CHILDES and phonemized using `phonemizer` with language code `fa-latn`.| [516](https://phoible.org/inventories/view/516)| 29| 22,613| 43,432| 178,523| 40.45
+| Farsi| Taken from 2 corpora in the Other/Farsi collection of CHILDES and phonemized using `phonemizer` with language code `fa-latn`.| [516](https://phoible.org/inventories/view/516)| 29| 22,613| 43,432| 178,523| 40.45
+
+### Papers
+
+This dataset has been used in the following key papers:
+
+- [IPA-CHILDES & G2P+: Feature-Rich Resources for Cross-Lingual Phonology and Phonemic Language Modeling](https://arxiv.org/abs/2504.03036)
+- [BabyLM's First Words: Word Segmentation as a Phonological Probing Task](https://arxiv.org/abs/2504.03338)