Update README.md

README.md

@@ -574,6 +574,188 @@ configs:
     path: data/fin-*
   - split: bel
     path: data/bel-*
+- config_name: mal
+  path: data/mal-*
+- config_name: fra
+  path: data/fra-*
+- config_name: ukr
+  path: data/ukr-*
+- config_name: hin
+  path: data/hin-*
+- config_name: xho
+  path: data/xho-*
+- config_name: guj
+  path: data/guj-*
+- config_name: gaz
+  path: data/gaz-*
+- config_name: kat
+  path: data/kat-*
+- config_name: hrv
+  path: data/hrv-*
+- config_name: heb
+  path: data/heb-*
+- config_name: cat
+  path: data/cat-*
+- config_name: tam
+  path: data/tam-*
+- config_name: swh
+  path: data/swh-*
+- config_name: ces
+  path: data/ces-*
+- config_name: hun
+  path: data/hun-*
+- config_name: lit
+  path: data/lit-*
+- config_name: hye
+  path: data/hye-*
+- config_name: san
+  path: data/san-*
+- config_name: lat
+  path: data/lat-*
+- config_name: kir
+  path: data/kir-*
+- config_name: ory
+  path: data/ory-*
+- config_name: ron
+  path: data/ron-*
+- config_name: snd
+  path: data/snd-*
+- config_name: ben
+  path: data/ben-*
+- config_name: vie
+  path: data/vie-*
+- config_name: khm
+  path: data/khm-*
+- config_name: por
+  path: data/por-*
+- config_name: jav
+  path: data/jav-*
+- config_name: mkd
+  path: data/mkd-*
+- config_name: sin
+  path: data/sin-*
+- config_name: bul
+  path: data/bul-*
+- config_name: rus
+  path: data/rus-*
+- config_name: arb
+  path: data/arb-*
+- config_name: als
+  path: data/als-*
+- config_name: uzn
+  path: data/uzn-*
+- config_name: som
+  path: data/som-*
+- config_name: slk
+  path: data/slk-*
+- config_name: urd
+  path: data/urd-*
+- config_name: swe
+  path: data/swe-*
+- config_name: tha
+  path: data/tha-*
+- config_name: cmn
+  path: data/cmn-*
+- config_name: pan
+  path: data/pan-*
+- config_name: uig
+  path: data/uig-*
+- config_name: yid
+  path: data/yid-*
+- config_name: mlg
+  path: data/mlg-*
+- config_name: asm
+  path: data/asm-*
+- config_name: pbt
+  path: data/pbt-*
+- config_name: fry
+  path: data/fry-*
+- config_name: nld
+  path: data/nld-*
+- config_name: lao
+  path: data/lao-*
+- config_name: ell
+  path: data/ell-*
+- config_name: tel
+  path: data/tel-*
+- config_name: bre
+  path: data/bre-*
+- config_name: fil
+  path: data/fil-*
+- config_name: eng
+  path: data/eng-*
+- config_name: lvs
+  path: data/lvs-*
+- config_name: ekk
+  path: data/ekk-*
+- config_name: zsm
+  path: data/zsm-*
+- config_name: khk
+  path: data/khk-*
+- config_name: fas
+  path: data/fas-*
+- config_name: pol
+  path: data/pol-*
+- config_name: afr
+  path: data/afr-*
+- config_name: npi
+  path: data/npi-*
+- config_name: kor
+  path: data/kor-*
+- config_name: slv
+  path: data/slv-*
+- config_name: gle
+  path: data/gle-*
+- config_name: ckb
+  path: data/ckb-*
+- config_name: mya
+  path: data/mya-*
+- config_name: dan
+  path: data/dan-*
+- config_name: ind
+  path: data/ind-*
+- config_name: isl
+  path: data/isl-*
+- config_name: spa
+  path: data/spa-*
+- config_name: bos
+  path: data/bos-*
+- config_name: jpn
+  path: data/jpn-*
+- config_name: gla
+  path: data/gla-*
+- config_name: cym
+  path: data/cym-*
+- config_name: amh
+  path: data/amh-*
+- config_name: tur
+  path: data/tur-*
+- config_name: srp
+  path: data/srp-*
+- config_name: eus
+  path: data/eus-*
+- config_name: kan
+  path: data/kan-*
+- config_name: azj
+  path: data/azj-*
+- config_name: deu
+  path: data/deu-*
+- config_name: epo
+  path: data/epo-*
+- config_name: kaz
+  path: data/kaz-*
+- config_name: ita
+  path: data/ita-*
+- config_name: mar
+  path: data/mar-*
+- config_name: sun
+  path: data/sun-*
+- config_name: glg
+  path: data/glg-*
+- config_name: fin
+  path: data/fin-*
+- config_name: bel
+  path: data/bel-*
 ---
 
 # fiNERweb
@@ -582,10 +764,7 @@ configs:
 
 fiNERweb is a multilingual named entity recognition dataset containing annotated text in multiple languages. Each example contains:
 - Original text
-- Tokenized text
-- BIO tags
 - Character spans for entities
-- Token spans for entities
 
 ## Languages
 
@@ -688,10 +867,7 @@ Each example contains:
 ```python
 {
     "text": str,  # Original text
-    "tokens": List[str],  # Tokenized text
-    "bio_tags": List[str],  # BIO tags for NER
     "char_spans": List[Dict],  # Character-level entity spans
-    "token_spans": List[Dict]  # Token-level entity spans
 }
 ```
 
@@ -699,11 +875,7 @@ Each example contains:
 
 ```python
 from datasets import load_dataset
-
-# Load a specific language
-dataset = load_dataset("whoisjones/fiNERweb", "am")  # For Amharic
-# or
-dataset = load_dataset("whoisjones/fiNERweb", "en")  # For English
+dataset = load_dataset("whoisjones/fiNERweb", "eng")  # For English
 
 # Access the data
 print(dataset["train"][0])
@@ -713,20 +885,13 @@ print(dataset["train"][0])
 
 If you use this dataset, please cite:
 ```bibtex
-@misc{fiNERweb,
-  author = {Jonas Golde},
-  title = {fiNERweb: Multilingual Named Entity Recognition Dataset},
-  year = {2024},
-  publisher = {HuggingFace},
-  journal = {HuggingFace Datasets},
-  howpublished = {\\url{https://huggingface.co/datasets/whoisjones/fiNERweb}}
+@misc{golde2025finerwebdatasetsartifactsscalable,
+      title={FiNERweb: Datasets and Artifacts for Scalable Multilingual Named Entity Recognition}, 
+      author={Jonas Golde and Patrick Haller and Alan Akbik},
+      year={2025},
+      eprint={2512.13884},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2512.13884}, 
 }
-```
-
-Key changes:
-1. Updated all language codes to their ISO 639-1 equivalents
-2. Updated the language list in the metadata section
-3. Updated the language descriptions to use ISO codes
-4. Updated the usage examples to use ISO codes
-
-This should resolve the language code validation errors in the metadata. The ISO 639-1 codes are the standard two-letter codes that Hugging Face expects in the metadata. 
+```