Papers
Topics
Authors
Recent
Search
2000 character limit reached

Evaluating the Performance of Large Language Models for Spanish Language in Undergraduate Admissions Exams

Published 28 Dec 2023 in cs.CL and cs.AI | (2312.16845v1)

Abstract: This study evaluates the performance of LLMs, specifically GPT-3.5 and BARD (supported by Gemini Pro model), in undergraduate admissions exams proposed by the National Polytechnic Institute in Mexico. The exams cover Engineering/Mathematical and Physical Sciences, Biological and Medical Sciences, and Social and Administrative Sciences. Both models demonstrated proficiency, exceeding the minimum acceptance scores for respective academic programs to up to 75% for some academic programs. GPT-3.5 outperformed BARD in Mathematics and Physics, while BARD performed better in History and questions related to factual information. Overall, GPT-3.5 marginally surpassed BARD with scores of 60.94% and 60.42%, respectively.

Definition Search Book Streamline Icon: https://streamlinehq.com
References (19)
  1. Clinical knowledge and reasoning abilities of AI large language models in anesthesiology: A comparative study on the ABA exam. medRxiv, May 2023. DOI: 10.1101/2023.05.10.23289805.
  2. Language models are few-shot learners. arXiv, 2020. DOI: 10.48550/arXiv.2005.14165.
  3. Joost C. F. de Winter. Can chatgpt pass high school exams on english language comprehension? International Journal of Artificial Intelligence in Education, Sep 2023. DOI: 10.1007/s40593-023-00372-z.
  4. Peter A. Cotton Debby R. E. Cotton and J. Reuben Shipway. Chatting and cheating: Ensuring academic integrity in the era of chatgpt. Innovations in Education and Teaching International, 0(0):1–12, 2023. DOI: 10.1080/14703297.2023.2190148.
  5. The impact of chatgpt on higher education. Frontiers in Education, 8, 2023. DOI: 10.3389/feduc.2023.1206936.
  6. Google Gemini Team. Gemini: A Family of Highly Capable Multimodal Models. 2023. Available: https://storage.googleapis.com/deepmind-media/gemini/gemini_1_report.pdf [Accessed: 2023-12-06].
  7. Google Gemini Team. Introducing Gemini: our largest and most capable AI model. 2023. Available: https://blog.google/technology/ai/google-gemini-ai [Accessed: 2023-12-06].
  8. Google. Bard: Una herramienta de IA conversacional de Google. 2023. Available: https://bard.google.com [Accessed: 2023-12-06].
  9. Evaluating the efficacy of chatgpt in navigating the spanish medical residency entrance examination (mir): Promising horizons for ai in clinical medicine. Clinics and Practice, 13(6):1460–1487, 2023. DOI: 10.3390/clinpract13060130.
  10. Measuring massive multitask language understanding. arXiv, 2021. DOI: 10.48550/arXiv.2009.03300.
  11. IPN. IPN Programa institucional de mediano plazo . 2023. Available: https://www.ipn.mx/assets/files/coplaneval/docs/Planeacion/PIMP2123.pdf [Accessed: 2023-09-01].
  12. Instituto Kepler. Estadísticas del proceso de admisión IPN 2022. 2023. Available: https://institutokepler.com.mx/estadisticas-del-proceso-de-admision-ipn-nivel-superior [Accessed: 2023-10-23].
  13. Performance of chatgpt on usmle: Potential for ai-assisted medical education using large language models. PLOS Digital Health, 2(2):1–12, 02 2023. DOI: 10.1371/journal.pdig.0000198.
  14. Harnessing chatgpt and gpt-4 for evaluating the rheumatology questions of the spanish access exam to specialized medical training. Scientific Reports, 13(1):22129, Dec 2023. DOI: 10.1038/s41598-023-49483-6.
  15. OpenAI. ChatGPT de OpenAI. 2023. Available: https://chat.openai.com [Accessed: 2023-11-01].
  16. OpenAI. Gpt-4 Technical Report, 2023. Available: https://doi.org/10.48550/arXiv.2303.08774 [Accessed: 2023-12-01].
  17. Chatgpt and open-ai models: A preliminary review. Future Internet, 15(6), 2023. DOI: 10.3390/fi15060192.
  18. Llama 2: Open foundation and fine-tuned chat models. arXiv, 2023. DOI: 10.48550/arXiv.2307.09288.
  19. Wolfram. Mathematical notation characters. 2023. Available: https://reference.wolfram.com/language/guide/MathematicalNotationCharacters.html [Accessed: 2023-09-01].
Citations (1)

Summary

No one has generated a summary of this paper yet.

Paper to Video (Beta)

No one has generated a video about this paper yet.

Whiteboard

No one has generated a whiteboard explanation for this paper yet.

Open Problems

We haven't generated a list of open problems mentioned in this paper yet.

Continue Learning

We haven't generated follow-up questions for this paper yet.