type: user

role: user

content:
Use WebFetch to get information about the HuggingFace dataset BayAreaBoys/indic-asr-benchmark-6k. Fetch the page at https://huggingface.co/datasets/BayAreaBoys/indic-asr-benchmark-6k and extract:
1. The dataset schema/columns
2. Languages included
3. Number of samples per language
4. Any metadata about the dataset structure
5. Sample entries if visible

Also try fetching the dataset card and any parquet/json file listings.

userType: external

entrypoint: cli

gitBranch: HEAD


type: message

role: assistant

type: text

text: I'll help you fetch information about the HuggingFace dataset. Let me start by retrieving the main dataset page and then look for additional documentation.

service_tier: standard

type: assistant


WebFetch

prompt: Extract the dataset schema/columns, languages included, number of samples per language, dataset structure metadata, and any sample entries visible

type: direct


content: Request failed with status code 401

toolUseResult: Error: Request failed with status code 401


prompt: Extract complete dataset documentation including schema, columns, languages, sample counts, and any metadata


prompt: List all files in the repository including parquet files, json files, and data splits

speed: standard


text:
The WebFetch tool encountered authentication errors when trying to access HuggingFace pages. This appears to be because HuggingFace may require authentication or the pages have access restrictions.

Let me try a web search approach instead to find publicly available information about this dataset:

slug: async-jumping-hearth


WebSearch

query: BayAreaBoys indic-asr-benchmark-6k dataset HuggingFace


query: indic-asr-benchmark-6k languages samples schema columns


query: "indic-asr-benchmark-6k" dataset structure


type: progress

query: indic-asr-benchmark-6k languages samples schema columns


query: BayAreaBoys indic-asr-benchmark-6k HuggingFace


query: indic-asr-benchmark-6k dataset structure


query: indic-asr-benchmark-6k languages samples schema columns


query: BayAreaBoys indic-asr-benchmark-6k HuggingFace


query: indic-asr-benchmark-6k dataset structure


content:
Web search results for query: "BayAreaBoys indic-asr-benchmark-6k dataset HuggingFace"

Links: [{"title":"Open ASR Leaderboard - a Hugging Face Space by hf-audio","url":"https://huggingface.co/spaces/hf-audio/open_asr_leaderboard"},{"title":"GitHub - huggingface/open_asr_leaderboard · GitHub","url":"https://github.com/huggingface/open_asr_leaderboard"},{"title":"Open Universal Arabic Asr Leaderboard - a Hugging Face Space by elmresearchcenter","url":"https://huggingface.co/spaces/elmresearchcenter/open_universal_arabic_asr_leaderboard"},{"title":"Indic-Benchmark (IndicBenchmarkData)","url":"https://huggingface.co/Indic-Benchmark"},{"title":"Open ASR Leaderboard: Trends and Insights with New Multilingual & Long-Form Tracks","url":"https://huggingface.co/blog/open-asr-leaderboard"},{"title":"hf-audio/asr-leaderboard-longform · Datasets at Hugging Face","url":"https://huggingface.co/datasets/hf-audio/asr-leaderboard-longform"},{"title":"Hugging Face's Open ASR Leaderboard Benchmarks 60+ Speech Recognition Models","url":"https://winsomemarketing.com/ai-in-marketing/hugging-faces-open-asr-leaderboard-benchmarks-60-speech-recognition-models"},{"title":"Indic LLMs Datasets - Eval [Indic-Benchmark] - a burglarhobbit Collection","url":"https://huggingface.co/collections/burglarhobbit/indic-llms-datasets-eval-indic-benchmark"},{"title":"ai4bharat/indic-conformer-600m-multilingual · Hugging Face","url":"https://huggingface.co/ai4bharat/indic-conformer-600m-multilingual"},{"title":"Indic Asr - a Hugging Face Space by ai4bharat","url":"https://huggingface.co/spaces/ai4bharat/indic-conformer"}]

Based on the search results, I found information related to Indic ASR and HuggingFace, but the specific "BayAreaBoys indic-asr-benchmark-6k dataset" doesn't appear in the results.

What I did find is that AI4Bharat's IndicConformer-600M-Multi is trained for 22 officially recognized languages of India, and there are related Indic ASR resources on HuggingFace. However, the specific dataset name "indic-asr-benchmark-6k" associated with "BayAreaBoys" doesn't appear in the search results.

The search results show various ASR benchmarks and Indic language models on HuggingFace, but not the exact dataset you're asking about. You might want to:
1. Try searching directly on the HuggingFace datasets page (huggingface.co/datasets)
2. Check if this is a newer dataset that may not yet be widely indexed
3. Search for it with alternative keywords or the creator's username directly on HuggingFace

Would you like me to perform an additional search with different terms to locate this specific dataset?

REMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks.


content:
Web search results for query: "indic-asr-benchmark-6k languages samples schema columns"

Links: [{"title":"IndicST: Indian Multilingual Translation Corpus For","url":"https://ai-labs.olakrutrim.com/IndicStPaper.pdf"},{"title":"INDICVOICES-R: Unlocking a Massive Multilingual","url":"https://proceedings.neurips.cc/paper_files/paper/2024/file/7dfcaf4512bbf2a807a783b90afb6c09-Paper-Datasets_and_Benchmarks_Track.pdf"},{"title":"Vistaar: Diverse Benchmarks and Training Sets for Indian Language ASR","url":"https://www.isca-archive.org/interspeech_2023/bhogale23_interspeech.pdf"},{"title":"IndicSUPERB: A Speech Processing Universal Performance Benchmark for","url":"https://ojs.aaai.org/index.php/AAAI/article/view/26521/26293"},{"title":"GitHub - AI4Bharat/IndicSUPERB · GitHub","url":"https://github.com/AI4Bharat/IndicSUPERB"},{"title":"GitHub - AI4Bharat/vistaar: Vistaar: Diverse Benchmarks and Training Sets for Indian Language ASR · GitHub","url":"https://github.com/AI4Bharat/vistaar"},{"title":"AI4Bharat","url":"https://ai4bharat.iitm.ac.in/areas/asr"},{"title":"AI4Bharat/Svarah - An Indic accented English speech dataset","url":"https://github.com/AI4Bharat/Svarah"},{"title":"Code-Switching ASR for Low-Resource Indic Languages","url":"https://ieeexplore.ieee.org/iel8/6287639/10820123/10835062.pdf"},{"title":"Aclanthology","url":"https://aclanthology.org/2025.acl-long.1582.pdf"}]

The web search results don't contain specific information about "indic-asr-benchmark-6k" with details about its languages, samples, schema, or columns.

The search results discuss various Indian language ASR benchmarks and datasets, including:

- IndicSUPERB, a robust benchmark consisting of 6 speech language understanding (SLU) tasks across 12 Indian languages
- Vistaar, which consists of benchmarks from several public datasets - Kathbath, FLEURS, CommonVoice, IndicTTS, MUCS, GramVaani across 12 languages
- A dataset that includes 300,000 hours of raw speech, 6,000 hours of transcribed data, and 6,400 hours of mined audio-text pairs

However, none of these results specifically document a dataset called "indic-asr-benchmark-6k" or its schema. To get more precise information about this specific benchmark's languages, samples, schema, and columns, you may want to:

1. Check the GitHub repository directly if it exists (AI4Bharat typically hosts these projects)
2. Search for documentation on the specific benchmark's Hugging Face dataset page
3. Look for the associated research paper or technical documentation

Would you like me to search more specifically for this dataset?

REMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks.


content:
Web search results for query: ""indic-asr-benchmark-6k" dataset structure"

Links: [{"title":"AI4Bharat/Svarah - An Indic accented English speech dataset","url":"https://github.com/AI4Bharat/Svarah"},{"title":"IndicST: Indian Multilingual Translation Corpus For","url":"https://ai-labs.olakrutrim.com/IndicStPaper.pdf"},{"title":"GitHub - AI4Bharat/IndicSUPERB · GitHub","url":"https://github.com/AI4Bharat/IndicSUPERB"},{"title":"IndicST-Dataset","url":"https://ai-labs.olakrutrim.com/models/IndicST-Dataset"},{"title":"Vistaar: Diverse Benchmarks and Training Sets for Indian Language ASR","url":"https://www.isca-archive.org/interspeech_2023/bhogale23_interspeech.pdf"},{"title":"ai4bharat/Kathbath · Datasets at Hugging Face","url":"https://huggingface.co/datasets/ai4bharat/Kathbath"},{"title":"ai4bharat/Svarah · Datasets at Hugging Face","url":"https://huggingface.co/datasets/ai4bharat/Svarah"},{"title":"INDICVOICES-R: Unlocking a Massive Multilingual","url":"https://proceedings.neurips.cc/paper_files/paper/2024/file/7dfcaf4512bbf2a807a783b90afb6c09-Paper-Datasets_and_Benchmarks_Track.pdf"},{"title":"GitHub - AI4Bharat/vistaar: Vistaar: Diverse Benchmarks and Training Sets for Indian Language ASR · GitHub","url":"https://github.com/AI4Bharat/vistaar"},{"title":"ASR for Low Resource and Multilingual Noisy Code-Mixed Speech","url":"https://www.isca-archive.org/interspeech_2023/verma23_interspeech.pdf"}]

Based on the search results, I found information about Indic ASR datasets and benchmarks, though the exact "indic-asr-benchmark-6k" dataset wasn't directly mentioned. However, I can provide you with information about related Indic ASR datasets and their structures:

## Related Indic ASR Datasets and Their Structures

**Kathbath Dataset:**
Kathbath is an human-labeled ASR dataset containing 1,684 hours of labelled speech data across 12 Indian languages from 1,218 contributors located in 203 districts in India.

**IndicST Dataset Structure:**
The IndicST dataset has separate configurations for ASR and AST data, with splits organized as train, dev, and test stored in JSON format. Each dataset consists of input speech audio along with transcription.

**Svarah Dataset:**
The dataset uses a manifest format with fields for "audio_filepath", "duration" (in seconds), and "text" (transcript).

**Vistaar Benchmark:**
Vistaar consists of benchmarks from several public datasets - Kathbath, FLEURS, CommonVoice, IndicTTS, MUCS, GramVaani across 12 languages. The data is extracted so that each language-specific folder contains train, valid and test folders with audio files and transcript.txt files.

If you're looking for specific information about a dataset specifically named "indic-asr-benchmark-6k," you may want to check GitHub repositories or documentation directly, as it doesn't appear in the current search results.

REMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks.


text:
Based on my search results, I was unable to locate specific information about the "BayAreaBoys/indic-asr-benchmark-6k" dataset. Here's what I found:

## Summary of Findings

The WebFetch requests to HuggingFace returned 401 authentication errors, and web searches did not return direct information about a dataset specifically named "indic-asr-benchmark-6k" by the BayAreaBoys user.

However, my research did identify several related Indic ASR datasets and benchmarks that may be relevant:

### Related Indic ASR Datasets Found:

1. **Kathbath Dataset** - Contains 1,684 hours of labeled speech data across 12 Indian languages
2. **Vistaar Benchmark** - Combines multiple datasets (Kathbath, FLEURS, CommonVoice, IndicTTS, MUCS, GramVaani) across 12 languages
3. **IndicSUPERB** - A universal performance benchmark for Indian languages
4. **Svarah Dataset** - Indic-accented English speech dataset

### Typical Indic ASR Dataset Schema:
Based on related datasets, common columns include:
- `audio_filepath` or `audio` (speech audio files)
- `duration` (in seconds)
- `text` or `transcription` (transcript)
- `language` (language code)
- Various metadata fields

### Next Steps:
To get the specific information you need about the BayAreaBoys dataset, I recommend:
1. Visiting the HuggingFace dataset page directly in your browser at https://huggingface.co/datasets/BayAreaBoys/indic-asr-benchmark-6k
2. Checking for a GitHub repository by the BayAreaBoys user
3. Looking at the dataset's README.md file on HuggingFace for complete documentation

Sources:
- [AI4Bharat Svarah Dataset](https://github.com/AI4Bharat/Svarah)
- [Vistaar: Diverse Benchmarks and Training Sets for Indian Language ASR](https://www.isca-archive.org/interspeech_2023/bhogale23_interspeech.pdf)
- [GitHub - AI4Bharat/IndicSUPERB](https://github.com/AI4Bharat/IndicSUPERB)
- [AI4Bharat Kathbath Dataset](https://huggingface.co/datasets/ai4bharat/Kathbath)