Fix README: canonical repo id, arXiv citation, changelog wording

README.md

@@ -132,6 +132,8 @@ configs:
 
 A multilingual joint diarization and ASR benchmark for Indian languages, spanning all **22 scheduled languages** of India with approximately **108 hours** of natural multi-speaker audio.
 
+**Paper:** [Indic DiarBench: A Multilingual Joint Diarization and ASR Benchmark for Indian Languages](https://arxiv.org/abs/2607.23808) (Interspeech 2026)
+
 ## Dataset Summary
 
 Indic DiarBench is a conversational speech benchmark designed to evaluate speaker-attributed ASR in realistic multi-speaker settings for Indian languages. All annotations are human-corrected with time-aligned, speaker-attributed transcriptions. The dataset captures conversational nuances prevalent in Indian speech, such as English code-mixing, dialectal variation, and frequent speaker overlap.
@@ -232,7 +234,7 @@ source medium. Its form is `<language>_<condition>_<nnn>`, where condition is
 from datasets import load_dataset
 
 # Load a specific language
-ds = load_dataset("sarvam/indic-diarbench-new", "Hindi", split="test")
+ds = load_dataset("sarvamai/indic-diarbench", "Hindi", split="test")
 sample = ds[0]
 
 print(f"Sample:    {sample['sample_id']}")
@@ -275,30 +277,36 @@ Duration-weighted aggregate metrics across all three acoustic conditions:
 | Multimodal LLMs | GPT-4o | 36.2 | 83.1 | 40.4 |
 | | Gemini 3 Pro | 74.0 | 58.9 | 33.0 |
 
-## Relation to the original release
+## Changelog (August 2026)
 
-Derived from `sarvamai/indic-diarbench`. Audio is byte-identical and all
-annotations, timings and counts are unchanged; only the identifier and language
-columns differ.
+The August 2026 release of [`sarvamai/indic-diarbench`](https://huggingface.co/datasets/sarvamai/indic-diarbench)
+updated the schema. Audio bytes and all annotations, timings, and counts are
+unchanged.
 
-1. **`language` is now the full language name everywhere.** In the original,
-   the 210 in-the-wild samples used ISO codes (`bn`, `gu`, `hi`, `kn`, `ml`,
-   `mr`, `or`, `pa`, `ta`, `te`) while the 954 near- and far-field samples used
-   full names, so `language` was not comparable across `dataset_type`.
-2. **`file_name` replaced by `recording_id`.** The original `file_name` held
-   the source filename, which for in-the-wild samples was the YouTube video id;
-   it was also duplicated in `audio.path`. Both are now anonymised, with
+1. **`language` is now the full language name everywhere.** Previously, the
+   210 in-the-wild samples used ISO codes (`bn`, `gu`, `hi`, `kn`, `ml`, `mr`,
+   `or`, `pa`, `ta`, `te`) while the 954 near- and far-field samples used full
+   names, so `language` was not comparable across `dataset_type`.
+2. **`file_name` replaced by `recording_id`.** The former `file_name` column
+   held the source filename, which for in-the-wild samples was the YouTube video
+   id; it was also duplicated in `audio.path`. Both are now anonymised, with
    `audio.path` set to `<sample_id>.wav`. `recording_id` retains the one piece
    of information that `file_name` carried and users need: which clips came from
    the same source recording.
 
 ## Citation
 
+If you use this dataset, please cite:
+
 ```bibtex
-@inproceedings{mehendale2026indicdiarbench,
+@misc{mehendale2026indicdiarbenchmultilingualjoint,
   title={Indic DiarBench: A Multilingual Joint Diarization and ASR Benchmark for Indian Languages},
-  author={Mehendale, Deovrat and Mehndiratta, Aditya and Rathi, Dhruv and Bhogale, Kaushal and Khapra, Mitesh M.},
-  year={2026}
+  author={Deovrat Mehendale and Aditya Mehndiratta and Dhruv Rathi and Kaushal Bhogale and Mitesh M. Khapra},
+  year={2026},
+  eprint={2607.23808},
+  archivePrefix={arXiv},
+  primaryClass={cs.CL},
+  url={https://arxiv.org/abs/2607.23808},
 }
 ```