|
|
--- |
|
|
configs: |
|
|
- config_name: est |
|
|
data_files: |
|
|
- split: test |
|
|
path: |
|
|
- "est/est.jsonl" |
|
|
- config_name: eng |
|
|
data_files: |
|
|
- split: test |
|
|
path: |
|
|
- "eng/eng.jsonl" |
|
|
- config_name: liv |
|
|
default: true |
|
|
data_files: |
|
|
- split: test |
|
|
path: |
|
|
- "liv/liv.jsonl" |
|
|
- config_name: vro |
|
|
data_files: |
|
|
- split: test |
|
|
path: |
|
|
- "vro/vro.jsonl" |
|
|
- config_name: kpv |
|
|
data_files: |
|
|
- split: test |
|
|
path: |
|
|
- "kpv/kpv.jsonl" |
|
|
task_categories: |
|
|
- text-generation |
|
|
language: |
|
|
- kpv |
|
|
- vro |
|
|
- liv |
|
|
- et |
|
|
- en |
|
|
tags: |
|
|
- Finno-Ugric |
|
|
size_categories: |
|
|
- n<1K |
|
|
--- |
|
|
|
|
|
|
|
|
# SMUGRI-MT-Bench |
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|
This is a Finno-Ugric version of [MT-Bench](https://arxiv.org/abs/2306.05685) created to evaluate the multi-turn conversation and instruction-following capabilities of LLMs. It covers 4 (extremely) low-resource Finno-Ugric languages: Estonian, Livonian, Komi and Võro. |
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|
|
SMUGRI-MT-Bench comprises of 80 single and multi-turn questions organized into four topics: math, reasoning, writing, and general. The questions are handpicked from [LMSYS-Chat-1M](https://arxiv.org/abs/2309.11998) dataset and manually translated into Estonian, Võro, Komi and Livonian by fluent speakers of these languages. |
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|
|
Considering the extremely low-resource use case, the dataset is designed to include questions that <u>are challenging for language models</u> but <u>do not require expert knowledge from humans</u>. Additionally, the prompts were selected so that <u>translating them into other languages is feasible</u> in terms of both time and content. For further details, please refer to our [paper](https://arxiv.org/abs/2410.18902). |
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|
|
Additionally, the dataset contains 20 harmful prompts for each language to facilitate research on identifying and addressing potential vulnerabilities and biases in language models within extremely low-resource scenarios. |
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### Citation |
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|
|
|
|
``` |
|
|
@misc{purason2024llmsextremelylowresourcefinnougric, |
|
|
title={LLMs for Extremely Low-Resource Finno-Ugric Languages}, |
|
|
author={Taido Purason and Hele-Andra Kuulmets and Mark Fishel}, |
|
|
year={2024}, |
|
|
eprint={2410.18902}, |
|
|
archivePrefix={arXiv}, |
|
|
primaryClass={cs.CL}, |
|
|
url={https://arxiv.org/abs/2410.18902}, |
|
|
} |
|
|
``` |
