Update README.md

README.md

@@ -2,4 +2,54 @@
 license: apache-2.0
 language:
 - sr
----
+task_categories:
+- question-answering
+---
+
+## OZ Eval
+OZ Eval (_sr._ Opšte Znanje Evaluacija) dataset was created for the purposes of evaluating General Knowledge of LLM models in Serbian language. 
+Data consists of 1k+ high-quality questions and answers which were used as part of entry exams at the Faculty of Philosophy and Faculty of Organizational Sciences, University of Belgrade.
+The exams test the General Knowledge of students and were used in the enrollment periods from 2003 to 2024.
+
+
+## Evaluation process
+Models are evaluated by the following principle using HuggingFace's library lighteval. We supply the model with the following template:
+```
+Pitanje: {question}
+
+Ponuđeni odgovori:
+A. {option_a}
+B. {option_b}
+C. {option_c}
+D. {option_d}
+E. {option_e}
+
+Krajnji odgovor:
+```
+We then compare likelihoods of each letter (`A, B, C, D, E`) and calculate the final accuracy. All evaluations are ran in a 0-shot manner using a chat template.
+
+Exact code for the task will be posted [here]().
+
+
+## Evaluation results
+| Model |Accuracy|  |Stderr|
+|-------|-------:|--|-----:|
+|[Tito-7B-slerp](https://huggingface.co/Stopwolf/Tito-7B-slerp)|0.7099|±|0.0101|
+[Qwen2-7B-instruct](https://huggingface.co/Qwen/Qwen2-7B-Instruct)|0.673|±|0.0105|
+|[Yugo60-GPT](https://huggingface.co/datatab/Yugo60-GPT)|0.6411|±|0.0107|
+|[Llama3-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct)|0.5274|±|0.0111|
+|[Hermes-2-Pro-Mistral-7B](https://huggingface.co/NousResearch/Hermes-2-Pro-Mistral-7B)|0.5145|±|0.0112|
+|[Perucac-7B-slerp](https://huggingface.co/Stopwolf/Perucac-7B-slerp)|0.4247|±|0.011|
+|[SambaLingo-Serbian-Chat](https://huggingface.co/sambanovasystems/SambaLingo-Serbian-Chat)|0.2802|±|0.01|
+|[Gemma-2-9B-it](https://huggingface.co/google/gemma-2-9b-it)|0.2193|±|0.0092|
+
+
+### Citation
+```
+@article{oz-eval,
+  author    = "Stanivuk Siniša & Đorđević Milena",
+  title     = "Opšte znanje LLM Eval",
+  year      = "2024"
+  howpublished = {\url{https://huggingface.co/datasets/DjMel/oz-eval}},
+}
+```